{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import torch\n",
    "import pickle\n",
    "import argparse\n",
    "import logging\n",
    "from models import WLDA\n",
    "from utils import *\n",
    "from dataset import DocDataset\n",
    "from multiprocessing import cpu_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "taskname = 'cnews10k'\n",
    "no_below = 5\n",
    "no_above = 0.013\n",
    "num_epochs = 500\n",
    "n_topic = 20\n",
    "n_cpu = cpu_count()-2 if cpu_count()>2 else 2\n",
    "bkpt_continue = False\n",
    "use_tfidf = False\n",
    "rebuild = True\n",
    "dist = 'gmm_std'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                        | 0/10000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tokenizing ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 10000/10000 [00:03<00:00, 3068.44it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed 9884 documents.\n",
      "voc size: 3268\n"
     ]
    }
   ],
   "source": [
    "device = torch.device('cuda')\n",
    "docSet = DocDataset(taskname,no_below=no_below,no_above=no_above,rebuild=rebuild,use_tfidf=False)\n",
    "voc_size = docSet.vocabsize\n",
    "print('voc size:',voc_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = WLDA(bow_dim=voc_size,n_topic=n_topic,device=device,dist=dist,taskname=taskname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch   1\tIter   10\tLoss:38.4783974\tRec Loss:34.5597000\tMMD:3.9186962\n",
      "Epoch   1\tIter   20\tLoss:48.0978503\tRec Loss:35.4868008\tMMD:12.6110480\n",
      "Epoch   2\tIter   10\tLoss:37.9760628\tRec Loss:35.2150192\tMMD:2.7610426\n",
      "Epoch   2\tIter   20\tLoss:41.2583258\tRec Loss:34.0772110\tMMD:7.1811140\n",
      "Epoch   3\tIter   10\tLoss:35.4107552\tRec Loss:33.3361359\tMMD:2.0746179\n",
      "Epoch   3\tIter   20\tLoss:40.6109337\tRec Loss:33.6337171\tMMD:6.9772175\n",
      "Epoch   4\tIter   10\tLoss:35.6774483\tRec Loss:33.7492332\tMMD:1.9282167\n",
      "Epoch   4\tIter   20\tLoss:36.4807567\tRec Loss:31.0378574\tMMD:5.4429000\n",
      "Epoch   5\tIter   10\tLoss:35.4710655\tRec Loss:33.8536148\tMMD:1.6174500\n",
      "Epoch   5\tIter   20\tLoss:36.6533892\tRec Loss:32.3829377\tMMD:4.2704526\n",
      "Epoch   6\tIter   10\tLoss:34.6961517\tRec Loss:33.4347801\tMMD:1.2613734\n",
      "Epoch   6\tIter   20\tLoss:38.5830892\tRec Loss:35.0449219\tMMD:3.5381677\n",
      "Epoch   7\tIter   10\tLoss:32.6405373\tRec Loss:31.7281227\tMMD:0.9124154\n",
      "Epoch   7\tIter   20\tLoss:34.7200521\tRec Loss:32.0822253\tMMD:2.6378283\n",
      "Epoch   8\tIter   10\tLoss:32.1338577\tRec Loss:31.3953304\tMMD:0.7385262\n",
      "Epoch   8\tIter   20\tLoss:35.2801357\tRec Loss:32.8556753\tMMD:2.4244592\n",
      "Epoch   9\tIter   10\tLoss:33.2474480\tRec Loss:32.5916023\tMMD:0.6558466\n",
      "Epoch   9\tIter   20\tLoss:35.1056002\tRec Loss:33.0504870\tMMD:2.0551130\n",
      "Epoch  10\tIter   10\tLoss:32.3010979\tRec Loss:31.8424225\tMMD:0.4586737\n",
      "Epoch  10\tIter   20\tLoss:33.1944079\tRec Loss:31.6173503\tMMD:1.5770590\n",
      "Epoch  10\tLoss:32.2921854\n",
      "['美元', '美', '日本', '世界', '获', '学生', '经济', '公司', '正式', '曝光', 'OL', '上市', '香港', '欲', '手机']\n",
      "['日本', '美', '曝光', 'OL', '世界', '手机', '学生', '英国', '女子', '微博', '死亡', '活动', '公司', '香港', '经济']\n",
      "['获', '美元', '公布', '20', '50', '投资', '市场', '美', '战', '首', '第一', '未', '推出', '计划', '送']\n",
      "['日本', '美', '曝光', '女子', '世界', 'OL', '死亡', '学生', '香港', '手机', '英国', '活动', '公司', '网络', '女']\n",
      "['日本', '女子', '美', '死亡', 'OL', '曝光', '英国', '手机', '女', '微博', '活动', '世界', '香港', '公司', '学生']\n",
      "['女子', '死亡', '日本', 'OL', '美', '否认', '妻子', '曝光', '续', '活动', '事件', '女', '网友', '发生', '台湾']\n",
      "['美元', '获', '网', '网游', '上海', '评级', '上市', '正式', '伤', '银行', '收购', '美', '20', '公司', '全球']\n",
      "['日本', '世界', 'OL', '美', '曝光', '手机', '香港', '公司', '学生', '版', '美元', '拟', '发布', '经济', '英国']\n",
      "['平起', '开盘', '考研', '期货', '精装', '涨', '别墅', '沪', '盘', '震荡', '2011', '平米', '现房', '录取', '反弹']\n",
      "['日本', '美', 'OL', '女子', '曝光', '死亡', '手机', '世界', '微博', '英国', '网络', '女', '学生', '活动', '公司']\n",
      "['日本', '美', 'OL', '曝光', '世界', '手机', '死亡', '公司', '香港', '英国', '微博', '学生', '女子', '经济', '活动']\n",
      "['美', '日本', '曝光', '女子', '死亡', 'OL', '世界', '公司', '英国', '香港', '活动', '学生', '手机', '经济', '微博']\n",
      "['日本', '美', '曝光', 'OL', '世界', '死亡', '手机', '英国', '学生', '女子', '香港', '公司', '微博', '活动', '经济']\n",
      "['日本', '美', '女子', 'OL', '曝光', '死亡', '世界', '学生', '活动', '手机', '香港', '女', '英国', '公司', '微博']\n",
      "['日本', '美', '曝光', '世界', '经济', '手机', 'OL', '学生', '香港', '美元', '英国', '公司', '版', '拟', '微博']\n",
      "['美', '日本', '曝光', '死亡', 'OL', '女子', '手机', '世界', '公司', '活动', '经济', '微博', '学生', '香港', '英国']\n",
      "['日本', '手机', '世界', '美', '美元', '公司', 'OL', '版', '学生', '曝光', '拟', '网游', '收购', '发布', '调查']\n",
      "['女子', '死亡', '日本', '妻子', '发生', 'OL', '美', '否认', '女', '警方', '事件', '续', '网友', '拍', '曝光']\n",
      "['市场', '公布', '投资', '首', '现', '获', '难', '赛', '曼联', '分', '国际', '批', '高', '2011', '场']\n",
      "['日本', '美', '曝光', 'OL', '死亡', '世界', '英国', '女子', '香港', '学生', '手机', '公司', '活动', '经济', '微博']\n",
      "==============================\n",
      "topic diversity:0.2633333333333333\n",
      "c_v:0.602445026083838, c_w2v:0.9891763925552368, c_uci:-12.483113463528825, c_npmi:-0.4425018395766996\n",
      "mimno topic coherence:-366.76167630534377\n",
      "Epoch  11\tIter   10\tLoss:31.2282791\tRec Loss:30.7682915\tMMD:0.4599879\n",
      "Epoch  11\tIter   20\tLoss:34.4919934\tRec Loss:32.8448518\tMMD:1.6471411\n",
      "Epoch  12\tIter   10\tLoss:30.1536350\tRec Loss:29.7180176\tMMD:0.4356173\n",
      "Epoch  12\tIter   20\tLoss:34.1316294\tRec Loss:32.3913449\tMMD:1.7402845\n",
      "Epoch  13\tIter   10\tLoss:31.3904057\tRec Loss:30.9863949\tMMD:0.4040112\n",
      "Epoch  13\tIter   20\tLoss:31.4070575\tRec Loss:29.9966759\tMMD:1.4103810\n",
      "Epoch  14\tIter   10\tLoss:31.7065430\tRec Loss:31.3739643\tMMD:0.3325778\n",
      "Epoch  14\tIter   20\tLoss:33.7219614\tRec Loss:32.6664601\tMMD:1.0555010\n",
      "Epoch  15\tIter   10\tLoss:30.2216187\tRec Loss:29.8893814\tMMD:0.3322378\n",
      "Epoch  15\tIter   20\tLoss:33.1580998\tRec Loss:32.1675431\tMMD:0.9905569\n",
      "Epoch  16\tIter   10\tLoss:30.4381943\tRec Loss:30.1604347\tMMD:0.2777589\n",
      "Epoch  16\tIter   20\tLoss:31.8709560\tRec Loss:30.9477570\tMMD:0.9231978\n",
      "Epoch  17\tIter   10\tLoss:30.6140575\tRec Loss:30.3739433\tMMD:0.2401143\n",
      "Epoch  17\tIter   20\tLoss:32.1421274\tRec Loss:30.8175331\tMMD:1.3245944\n",
      "Epoch  18\tIter   10\tLoss:30.3376751\tRec Loss:30.0620327\tMMD:0.2756417\n",
      "Epoch  18\tIter   20\tLoss:32.8248041\tRec Loss:31.9087884\tMMD:0.9160144\n",
      "Epoch  19\tIter   10\tLoss:30.7684860\tRec Loss:30.5036812\tMMD:0.2648047\n",
      "Epoch  19\tIter   20\tLoss:31.0909674\tRec Loss:30.3239871\tMMD:0.7669815\n",
      "Epoch  20\tIter   10\tLoss:30.3744965\tRec Loss:30.1697788\tMMD:0.2047183\n",
      "Epoch  20\tIter   20\tLoss:32.0412692\tRec Loss:30.6643066\tMMD:1.3769635\n",
      "Epoch  20\tLoss:30.5473002\n",
      "['指', '考生', '专家', '生活', '经济', '送', 'QDII', '上海', '60', '余', '学生', '招生', '12', '新生', '6月']\n",
      "['世界', '曝光', '学生', '微博', '活动', '美', '经济', '日本', '拟', '揭秘', '万元', '力', '网站', '香港', '余']\n",
      "['获', '公布', '美元', '刑', '投资', '首', '现', '20', '评级', '欲', '企业', '市场', '银行', '发展', '50']\n",
      "['网友', '活动', '香港', '万元', '总统', '微博', '女生', '美', '曝光', '学生', '台湾', '完美', '亮相', '明星', '女']\n",
      "['香港', '总统', '死亡', '俄罗斯', '女', '拍', '自曝', '回应', '访问', '微博', '司机', '呼吁', '发现', '结婚', '亮相']\n",
      "['拍', '男友', '死亡', '儿童', '性感', '否认', '辞职', '会见', '持刀', '被判', '父亲', '总理', '总统', '抢劫', '陈水扁']\n",
      "['美元', '正式', '评级', '银行', '上市', '获', '网', '伤', '收购', '网游', '全球', '死', '公布', '上海', '公司']\n",
      "['经济', '拟', '发布', '世界', '学生', '调查', '电影', '图文', '曝光', '微博', '专家', '挑战', '音乐', '媒体', '揭秘']\n",
      "['平起', '开盘', '别墅', '沪', '精装', '期货', '涨', '考研', '震荡', '现房', '盘', '享', '录取', '平米', '反弹']\n",
      "['OL', '日本', '美', '朝鲜', '劫', '英国', '曝光', '俄罗斯', '手机', 'online', '手游', '首次', '曝', '学生', '网络']\n",
      "['曝光', '世界', '日本', '学生', '美', '经济', '微博', '拟', '香港', '余', '网站', '英国', '朝鲜', '媒体', '公司']\n",
      "['总统', '活动', '网友', '写真', '香港', '女生', '女', '博客', '街头', '死亡', '拍', '美', '秀', '微博', '明星']\n",
      "['万元', '学生', '微博', '活动', '曝光', '揭秘', '世界', '经济', '余', '美', '网站', '亮相', '力', '香港', '完美']\n",
      "['博客', '女星', '街头', '领', '总统', '写真', '身材', '辞职', '民警', '阿根廷', '业主', '性感', '中方', '状告', '生日']\n",
      "['揭秘', '赏', '幸福', '故事', '时尚', '作文', '详解', '完美', '系统', '力', '推进', '雨', '温家宝', '经验', '堂']\n",
      "['活动', '万元', '余', '美', '曝光', '学生', '微博', '香港', '揭秘', '亮相', '网友', '总统', '明星', '完美', '助阵']\n",
      "['日本', '版', '世界', '手机', '网游', '微软', 'OL', '公司', '发布', '拟', '曝光', '网络', '收购', '玩家', 'iPhone']\n",
      "['女子', '死亡', '妻子', '发生', '续', '警方', '事件', '丈夫', '否认', '死', '女孩', '女', '地震', '儿子', '失踪']\n",
      "['市场', '分', '投资', '基', '曼联', '现', '公布', '难', '首', '2011', '赛', '预期', '业绩', '资金', '发行']\n",
      "['网友', '总统', '活动', '香港', '写真', '花', '曝光', '博客', '美', '拍', '万元', '死亡', '女', '女生', '街头']\n",
      "==============================\n",
      "topic diversity:0.55\n",
      "c_v:0.5841383829288723, c_w2v:0.9888080358505249, c_uci:-12.727355576785108, c_npmi:-0.4334504802683402\n",
      "mimno topic coherence:-307.08753410724216\n",
      "Epoch  21\tIter   10\tLoss:29.7623119\tRec Loss:29.5340614\tMMD:0.2282501\n",
      "Epoch  21\tIter   20\tLoss:33.7994040\tRec Loss:32.7553085\tMMD:1.0440966\n",
      "Epoch  22\tIter   10\tLoss:30.1698761\tRec Loss:29.9948902\tMMD:0.1749861\n",
      "Epoch  22\tIter   20\tLoss:31.3631936\tRec Loss:30.5170272\tMMD:0.8461671\n",
      "Epoch  23\tIter   10\tLoss:29.4510269\tRec Loss:29.2339153\tMMD:0.2171118\n",
      "Epoch  23\tIter   20\tLoss:32.0005634\tRec Loss:31.2972037\tMMD:0.7033586\n",
      "Epoch  24\tIter   10\tLoss:29.4629002\tRec Loss:29.2744656\tMMD:0.1884355\n",
      "Epoch  24\tIter   20\tLoss:31.2178767\tRec Loss:30.2213542\tMMD:0.9965223\n",
      "Epoch  25\tIter   10\tLoss:29.6023006\tRec Loss:29.3852005\tMMD:0.2171006\n",
      "Epoch  25\tIter   20\tLoss:30.2288005\tRec Loss:29.5043883\tMMD:0.7244129\n",
      "Epoch  26\tIter   10\tLoss:29.5214710\tRec Loss:29.2680531\tMMD:0.2534178\n",
      "Epoch  26\tIter   20\tLoss:31.5347650\tRec Loss:30.7604104\tMMD:0.7743543\n",
      "Epoch  27\tIter   10\tLoss:28.8725414\tRec Loss:28.6615562\tMMD:0.2109848\n",
      "Epoch  27\tIter   20\tLoss:30.7652087\tRec Loss:30.0774301\tMMD:0.6877781\n",
      "Epoch  28\tIter   10\tLoss:28.1311531\tRec Loss:27.9567261\tMMD:0.1744265\n",
      "Epoch  28\tIter   20\tLoss:31.9766376\tRec Loss:31.0325834\tMMD:0.9440532\n",
      "Epoch  29\tIter   10\tLoss:30.0126152\tRec Loss:29.7998772\tMMD:0.2127387\n",
      "Epoch  29\tIter   20\tLoss:30.0752861\tRec Loss:29.5139035\tMMD:0.5613831\n",
      "Epoch  30\tIter   10\tLoss:30.0295429\tRec Loss:29.7947712\tMMD:0.2347710\n",
      "Epoch  30\tIter   20\tLoss:30.0889454\tRec Loss:29.3523137\tMMD:0.7366309\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  30\tLoss:29.6701150\n",
      "['考生', '指', '专家', '送', '高校', '生活', '考研', '60', '关注', '今日', '热', '网上', '学生', '市场', '新生']\n",
      "['世界', '互联网', '力', '活动', '曝光', '揭秘', '朝鲜', '伊朗', '经济', '余', '媒体', '谈', '人民币', '万元', '美']\n",
      "['获', '公布', '刑', '现', '投资', '首', '美元', '评级', '批', '企业', '推荐', '教育', '欲', '20', '第一']\n",
      "['活动', '网友', '写真', '助阵', '台湾', '幻想', '爱情', '街头', '女生', '秀', '变', '热播', '完美', '万元', '发']\n",
      "['回应', '女', '俄罗斯', '出席', '呼吁', '访问', '香港', '网友', '万元', '自曝', '官员', '明星', '活动', '医生', '儿子']\n",
      "['拍', '否认', '男友', '总理', '持刀', 'MV', '抢劫', '性感', '民警', '伊朗', '辞职', '总统', '以色列', '儿童', '泰国']\n",
      "['美元', '正式', '网', '伤', '银行', '评级', '获', '死', '上市', '收购', '网游', '全球', '剑', '上海', 'OL']\n",
      "['经济', '图文', '调查', '发布', '媒体', '微博', '数', '学生', '复苏', '款', '未', '做好', '德国', '国家', '对话']\n",
      "['平起', '开盘', '精装', '沪', '期货', '别墅', '震荡', '考研', '盘', '涨', '现房', '享', '平米', '录取', '反弹']\n",
      "['OL', '日本', '首次', '美', '英国', '手机', '劫', '曝光', '朝鲜', 'online', '内容', '手游', '赤壁', '梦幻', '公开']\n",
      "['朝鲜', '世界', '美', '媒体', '日本', '互联网', '曝光', '伊朗', '玩家', '余', '云', '模式', '升级', '公司', '经济']\n",
      "['写真', '爱情', '街头', '活动', '网友', '结婚', '女星', '秀', '三国', '总统', '现身', '明珠', '明星', '代言', '女生']\n",
      "['活动', '世界', '万元', '揭秘', '助阵', '完美', '幻想', '亮相', '余', '电影', '微博', '经济', '网站', '谈', '力']\n",
      "['女星', '猝死', '阿根廷', '中方', '卡丁车', '博客', '秀', '街头', '身材', '宋', '业主', '战场', '变', '豪侠', '僵尸']\n",
      "['考研', '揭秘', '回家', '幸福', '赏', '堂', '故事', '力', '感动', '系统', '80', '社区', '级', '访谈', '作文']\n",
      "['助阵', '雷', '开拍', '古剑', '奇谭', '开唱', '万元', '剧情', '幸福', '活动', '介绍', '热播', '附图', '完美', '催']\n",
      "['版', '手机', '微软', '日本', '网游', '世界', '网络', '拟', 'iPhone', 'OL', '谷歌', '玩家', '测试', '收购', '公司']\n",
      "['女子', '死亡', '妻子', '警方', '发生', '续', '死', '医院', '丈夫', '女孩', '身亡', '地震', '事件', '疑', '女儿']\n",
      "['市场', '发行', '曼联', '增长', '基', '首', '赛', '投资', '预期', '资金', '分', '米兰', '难', '业绩', '巴萨']\n",
      "['爱情', '写真', '活动', '网友', '街头', '秀', '热播', '三国', '结婚', '发', '幻想', '变', '女星', '现身', '阿根廷']\n",
      "==============================\n",
      "topic diversity:0.7066666666666667\n",
      "c_v:0.5676810678595987, c_w2v:0.9898192286491394, c_uci:-12.493334514956594, c_npmi:-0.4162186328120806\n",
      "mimno topic coherence:-251.4934190027764\n",
      "Epoch  31\tIter   10\tLoss:30.4372311\tRec Loss:30.1992912\tMMD:0.2379401\n",
      "Epoch  31\tIter   20\tLoss:27.9871451\tRec Loss:27.3313333\tMMD:0.6558121\n",
      "Epoch  32\tIter   10\tLoss:29.2755947\tRec Loss:29.0623875\tMMD:0.2132075\n",
      "Epoch  32\tIter   20\tLoss:29.7542944\tRec Loss:29.0086701\tMMD:0.7456234\n",
      "Epoch  33\tIter   10\tLoss:29.6187820\tRec Loss:29.3990402\tMMD:0.2197422\n",
      "Epoch  33\tIter   20\tLoss:29.4074081\tRec Loss:28.8806904\tMMD:0.5267171\n",
      "Epoch  34\tIter   10\tLoss:30.6955090\tRec Loss:30.4527779\tMMD:0.2427315\n",
      "Epoch  34\tIter   20\tLoss:30.2358148\tRec Loss:29.5689040\tMMD:0.6669119\n",
      "Epoch  35\tIter   10\tLoss:28.8866291\tRec Loss:28.6419983\tMMD:0.2446310\n",
      "Epoch  35\tIter   20\tLoss:28.4799429\tRec Loss:27.9438758\tMMD:0.5360668\n",
      "Epoch  36\tIter   10\tLoss:29.1514511\tRec Loss:28.9165535\tMMD:0.2348974\n",
      "Epoch  36\tIter   20\tLoss:31.7294421\tRec Loss:30.9379132\tMMD:0.7915305\n",
      "Epoch  37\tIter   10\tLoss:28.3655510\tRec Loss:28.1087685\tMMD:0.2567819\n",
      "Epoch  37\tIter   20\tLoss:30.5383833\tRec Loss:29.7418307\tMMD:0.7965517\n",
      "Epoch  38\tIter   10\tLoss:28.6978970\tRec Loss:28.4805908\tMMD:0.2173064\n",
      "Epoch  38\tIter   20\tLoss:28.0900785\tRec Loss:27.3078206\tMMD:0.7822592\n",
      "Epoch  39\tIter   10\tLoss:28.6678581\tRec Loss:28.4068260\tMMD:0.2610329\n",
      "Epoch  39\tIter   20\tLoss:30.7165590\tRec Loss:29.7248566\tMMD:0.9917028\n",
      "Epoch  40\tIter   10\tLoss:29.0593357\tRec Loss:28.7760887\tMMD:0.2832468\n",
      "Epoch  40\tIter   20\tLoss:29.0654547\tRec Loss:28.4963567\tMMD:0.5690988\n",
      "Epoch  40\tLoss:28.9450097\n",
      "['考生', '考研', '专家', '高校', '招生', '考试', '热', '09', '指', '送', '网上', '英语', '考', '名师', '市场']\n",
      "['世界', '互联网', '人民币', '伊朗', '媒体', '低调', '国务院', '大选', '揭秘', '完美', '电影', '终极', '图文', '力', '亮相']\n",
      "['获', '公布', '现', '刑', '推荐', '首', '教育', '批', '投资', '评级', '美元', '第一', '欲', '卖', '企业']\n",
      "['变', '活动', '爱情', '幻想', '写真', '央视', '秀', '网友', '女生', '发', '助阵', '父亲', '台湾', '结婚', '拒']\n",
      "['回应', '俄罗斯', '出席', '访问', '女', '网友', '呼吁', '香港', '官员', '拍', '胡锦涛', '明星', '台湾', '微博', '广告']\n",
      "['拍', '男友', '否认', 'MV', '伊朗', '总理', '总统', '组建', '民警', '持刀', '性感', '胡锦涛', '歌手', '会见', '辞职']\n",
      "['美元', '评级', '伤', '正式', '死', '银行', '网', '获', '上市', '收购', '买入', 'OL', '网游', '上海', '美']\n",
      "['经济', '调查', '图文', '发布', '媒体', '学生', '复苏', '未', '数', '微博', '款', '对话', '收费', '做好', '国家']\n",
      "['平起', '开盘', '精装', '平米', '现房', '别墅', '全款', '居在', '享', '98', '优惠', '震荡', '盘', '房山', '95']\n",
      "['OL', '日本', '首次', '劫', 'online', '英国', '手机', '美', '梦幻', '曝光', '手游', '赤壁', '朝鲜', '俄罗斯', '世界']\n",
      "['美', '朝鲜', '世界', '媒体', '日本', '余', '伊朗', '云', '图文', '30', '法国', '玩家', '盛大', '版', '互联网']\n",
      "['爱情', '新郎', '结婚', '以色列', '婚礼', '女星', '新娘', '写真', '亮相', '自曝', '现身', '秀', '明珠', '街头', '文章']\n",
      "['世界', '亮相', '完美', '万元', '揭秘', '电影', '媒体', '经济', '谈', '余', '赴', '赏', '明年', '图文', '生活']\n",
      "['猝死', '阿根廷', '博客', '战场', '业主', '身材', '生日', '女星', '豪侠', '领', '宋', '卡丁车', '僵尸', '港', '秀']\n",
      "['考研', '中考', '80', '生活', '回家', '赏', '8月', '堂', '作文', '故事', '状元', '分享', '级', '感动', '访谈']\n",
      "['古剑', '奇谭', '助阵', '雷', '万元', '介绍', '幸福', '开唱', '登场', '明年', '�', '中的', '剧情', '附图', '漂亮']\n",
      "['版', '手机', '微软', '网游', '日本', '收购', '拟', 'iPhone', 'OL', '测试', '网络', '谷歌', '世界', '美元', '苹果']\n",
      "['女子', '死亡', '妻子', '发生', '丈夫', '死', '医院', '警方', '地震', '续', '疑', '事件', '失踪', '身亡', '杀死']\n",
      "['曼联', '发行', '赛', '基', '增长', '图文', '米兰', '投资', '场', '业绩', '资金', '首', '胜', '预期', '市场']\n",
      "['爱情', '写真', '结婚', '活动', '变', '秀', '央视', '幻想', '拒', '发', '三国', '父亲', '网友', '牵手', '热播']\n",
      "==============================\n",
      "topic diversity:0.7666666666666667\n",
      "c_v:0.5651506597728242, c_w2v:0.9943114519119263, c_uci:-11.974886644683874, c_npmi:-0.3904791875771519\n",
      "mimno topic coherence:-244.70753185083012\n",
      "Epoch  41\tIter   10\tLoss:28.7416592\tRec Loss:28.5022469\tMMD:0.2394120\n",
      "Epoch  41\tIter   20\tLoss:30.4695888\tRec Loss:29.9006723\tMMD:0.5689176\n",
      "Epoch  42\tIter   10\tLoss:29.0059528\tRec Loss:28.7577934\tMMD:0.2481599\n",
      "Epoch  42\tIter   20\tLoss:28.9343637\tRec Loss:28.2673778\tMMD:0.6669849\n",
      "Epoch  43\tIter   10\tLoss:29.9515343\tRec Loss:29.7270241\tMMD:0.2245093\n",
      "Epoch  43\tIter   20\tLoss:29.8273331\tRec Loss:29.1981890\tMMD:0.6291446\n",
      "Epoch  44\tIter   10\tLoss:29.4214878\tRec Loss:29.2183609\tMMD:0.2031274\n",
      "Epoch  44\tIter   20\tLoss:31.7108686\tRec Loss:30.5764035\tMMD:1.1344664\n",
      "Epoch  45\tIter   10\tLoss:27.9370556\tRec Loss:27.7117996\tMMD:0.2252556\n",
      "Epoch  45\tIter   20\tLoss:29.1535613\tRec Loss:28.5724409\tMMD:0.5811212\n",
      "Epoch  46\tIter   10\tLoss:28.7011871\tRec Loss:28.4826183\tMMD:0.2185689\n",
      "Epoch  46\tIter   20\tLoss:29.4967917\tRec Loss:28.1698499\tMMD:1.3269410\n",
      "Epoch  47\tIter   10\tLoss:28.1767254\tRec Loss:27.9540291\tMMD:0.2226972\n",
      "Epoch  47\tIter   20\tLoss:27.8076047\tRec Loss:27.2769744\tMMD:0.5306309\n",
      "Epoch  48\tIter   10\tLoss:27.5326595\tRec Loss:27.2828903\tMMD:0.2497690\n",
      "Epoch  48\tIter   20\tLoss:28.9477195\tRec Loss:28.5087922\tMMD:0.4389271\n",
      "Epoch  49\tIter   10\tLoss:27.7398567\tRec Loss:27.5141201\tMMD:0.2257358\n",
      "Epoch  49\tIter   20\tLoss:30.3890506\tRec Loss:29.6245148\tMMD:0.7645343\n",
      "Epoch  50\tIter   10\tLoss:28.4598942\tRec Loss:28.1930943\tMMD:0.2668002\n",
      "Epoch  50\tIter   20\tLoss:27.1990247\tRec Loss:26.2569330\tMMD:0.9420930\n",
      "Epoch  50\tLoss:28.0440200\n",
      "['考生', '高校', '专家', '招生', '09', '网上', '2011', '上海', '考', '2009', '专业', '热', '考试', '学生', '公布']\n",
      "['互联网', '世界', '人民币', '云', '封神', '完美', '终极', '大选', '恋', 'ol', '秘诀', '之遥', '攻略', '伊朗', '盛大']\n",
      "['获', '现', '公布', '刑', '首', '50', '企业', '强', '世界', '批', '美元', '教育', '皇马', '银行', '训练']\n",
      "['变', '央视', '追', '女生', '砍', '拒', '捧场', '寻找', '丈夫', '活动', '上午', '感情', '放', '父亲', '承认']\n",
      "['访问', '回应', '出席', '网友', '俄罗斯', '呼吁', '女', '微博', '胡锦涛', '明星', '官员', '广告', '香港', '楼', '万元']\n",
      "['男友', 'MV', '总理', '拍', '否认', '伊朗', '组建', '部队', '歌手', '公安部', '总统', '泰国', '外长', '反政府', '打击']\n",
      "['评级', '伤', '美元', '死', '网', '银行', '买入', '获', '正式', '主帅', '投资', '收购', '美', '服', '上市']\n",
      "['经济', '调查', '发布', '复苏', '图文', '款', '国家', '对话', '做好', '媒体', '导购', '新浪', '发展', '未', '国内']\n",
      "['平起', '开盘', '精装', '平米', '全款', '享', '现房', '别墅', '居在', '98', '优惠', '95', '房山', '独栋', '公寓']\n",
      "['OL', '日本', '劫', '手机', '赤壁', '首次', '梦幻', 'online', '手游', '曝光', '美', '视', '新作', '工作室', '天域']\n",
      "['美', '朝鲜', '日本', '媒体', '世界', '余', '法国', '30', '老人', '访', '死', '俄', '协议', '捐款', '图文']\n",
      "['爱情', '结婚', '亮相', '婚礼', '新郎', '以色列', '女星', '自曝', '�', '新娘', '送', '宣传', '恋爱', '写真', '盛典']\n",
      "['曝', '谈', '赴', '大学', '成功', '亮相', '利比亚', '媒体', 'QQ', '余', '万元', '香港', '大学生', '生活', '微博']\n",
      "['猝死', '博客', '业主', '身材', '战场', '生日', '阿根廷', '豪侠', '领', '活动', '港', '僵尸', '宋', '秀', '禁令']\n",
      "['考研', '8月', '80', '赏', '生活', '信心', '回家', '访谈', '新闻', '机制', '故事', '感动', '状元', '堂', '―']\n",
      "['古剑', '奇谭', '介绍', '雷', '助阵', '万元', '剧情', '开唱', '三国', '登场', '漂亮', '中的', '幸福', '活动', '演出']\n",
      "['版', '微软', '手机', '网游', 'iPhone', '日本', '苹果', '网络', '美元', 'OL', '收购', 'PSP', '测试', '谷歌', 'PC']\n",
      "['死亡', '妻子', '女子', '发生', '丈夫', '死', '地震', '医院', '警方', '续', '疑', '身亡', '伤', '杀死', '失踪']\n",
      "['曼联', '基', '发行', '赛', '米兰', '胜', '增长', '分红', '场', 'AC', '业绩', '图文', '债', '首', '资金']\n",
      "['爱情', '变', '央视', '拒', '上午', '结婚', '牵手', '写真', '砍', '夜店', '秀', '印尼', '丈夫', '女生', '活动']\n",
      "==============================\n",
      "topic diversity:0.85\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c_v:0.556723942460218, c_w2v:0.9957742691040039, c_uci:-11.54210214556773, c_npmi:-0.37023867306372404\n",
      "mimno topic coherence:-200.85218247132548\n",
      "Epoch  51\tIter   10\tLoss:27.6650314\tRec Loss:27.4519501\tMMD:0.2130806\n",
      "Epoch  51\tIter   20\tLoss:28.0015024\tRec Loss:27.2062519\tMMD:0.7952496\n",
      "Epoch  52\tIter   10\tLoss:28.6550407\tRec Loss:28.3637924\tMMD:0.2912474\n",
      "Epoch  52\tIter   20\tLoss:29.6912310\tRec Loss:28.7639911\tMMD:0.9272386\n",
      "Epoch  53\tIter   10\tLoss:27.5582256\tRec Loss:27.2532825\tMMD:0.3049427\n",
      "Epoch  53\tIter   20\tLoss:27.5432223\tRec Loss:26.5975968\tMMD:0.9456256\n",
      "Epoch  54\tIter   10\tLoss:27.5517273\tRec Loss:27.2988930\tMMD:0.2528344\n",
      "Epoch  54\tIter   20\tLoss:31.2452612\tRec Loss:30.0272937\tMMD:1.2179669\n",
      "Epoch  55\tIter   10\tLoss:27.5996971\tRec Loss:27.2978096\tMMD:0.3018878\n",
      "Epoch  55\tIter   20\tLoss:28.2398024\tRec Loss:27.2707895\tMMD:0.9690116\n",
      "Epoch  56\tIter   10\tLoss:27.6606693\tRec Loss:27.4186287\tMMD:0.2420402\n",
      "Epoch  56\tIter   20\tLoss:27.8146534\tRec Loss:26.9323699\tMMD:0.8822838\n",
      "Epoch  57\tIter   10\tLoss:27.6868229\tRec Loss:27.4915180\tMMD:0.1953047\n",
      "Epoch  57\tIter   20\tLoss:27.2826116\tRec Loss:26.4094144\tMMD:0.8731956\n",
      "Epoch  58\tIter   10\tLoss:28.2447033\tRec Loss:27.9651375\tMMD:0.2795665\n",
      "Epoch  58\tIter   20\tLoss:27.4407239\tRec Loss:26.6949432\tMMD:0.7457808\n",
      "Epoch  59\tIter   10\tLoss:27.3890114\tRec Loss:27.1215248\tMMD:0.2674870\n",
      "Epoch  59\tIter   20\tLoss:27.1145333\tRec Loss:26.4240566\tMMD:0.6904758\n",
      "Epoch  60\tIter   10\tLoss:28.1079979\tRec Loss:27.8160820\tMMD:0.2919150\n",
      "Epoch  60\tIter   20\tLoss:29.4461576\tRec Loss:28.4372246\tMMD:1.0089339\n",
      "Epoch  60\tLoss:27.3810616\n",
      "['考生', '高校', '招生', '09', '专家', '考', '2011', '2009', '网上', '北大', '公布', '议', '考试', '学生', '专业']\n",
      "['世界', '互联网', '云', '完美', '盛大', '人民币', '力', '之遥', '升值', '攻略', 'ol', '体系', '传奇', '打造', '终极']\n",
      "['获', '刑', '现', '公布', '强', '世界', '首', '50', '500', '企业', '索尼', '批', '美', '媒', '出炉']\n",
      "['变', '砍', '追', '放', '小姐', '女生', '中方', '感情', '地球', '骗局', '寻找', '走出', '捧场', '言论', '女童']\n",
      "['访问', '回应', '网友', '出席', '胡锦涛', '俄罗斯', '明星', '官员', '微博', '呼吁', '医生', '女', '楼', '广告', '万元']\n",
      "['男友', '伊朗', '组建', '部队', '打击', '反政府', 'MV', '否认', '歌手', '外长', '海盗', '总理', '公安部', '泰国', '签署']\n",
      "['评级', '美元', '买入', '银行', '网', '目标价', '主帅', '股票', '花旗', '服', '瑞银', '上市', '收购', '出售', '大奖']\n",
      "['经济', '调查', '复苏', '发布', '发展', '款', '国内', '公布', '图文', '新浪', '对话', '收费', '虚拟', '做好', '房地产']\n",
      "['精装', '平起', '开盘', '现房', '别墅', '平米', '享', '全款', '居在', '98', '优惠', '95', '公寓', '城', '预计']\n",
      "['OL', '劫', 'online', '梦幻', '日本', '赤壁', '手游', '手机', '视', '曝光', '无双', '荣誉', '勋章', '新作', '天域']\n",
      "['美', '朝鲜', '日本', '余', '媒体', '法国', '30', '协议', '老人', '捐款', '俄', '英国', '访', '家', '取消']\n",
      "['新郎', '结婚', '爱情', '亮相', '婚礼', '自曝', '新娘', '送', '以色列', '女星', '�', '恋爱', '盛典', '宣传', '写真']\n",
      "['指', '曝', '米', '死', '20', '至少', '余', '复出', '拍', '专家', '袭击', '伤', '数', '女', '50']\n",
      "['猝死', '豪侠', '宋', '战场', '身材', '僵尸', '领', '港', '返', '活动', '博客', '跑跑', '卡丁车', '大战', '省钱']\n",
      "['8月', '信心', '机制', '状元', '赏', '上期', '80', '生活', '回家', '新闻', '故事', '指数', '堂', '考研', '感动']\n",
      "['奇谭', '古剑', '助阵', '介绍', '雷', '剧情', '登场', '中的', '三国', '万元', '演出', '幸福', '国庆', '宠', '活动']\n",
      "['微软', '版', '手机', '网游', 'iPhone', 'PC', 'PSP', '测试', '社交', 'OL', '搜索', '苹果', '美元', '服务', 'Twitter']\n",
      "['妻子', '死亡', '丈夫', '女子', '发生', '地震', '医院', '死', '疑', '续', '伤', '杀死', '失踪', '级', '身亡']\n",
      "['曼联', '发行', '米兰', 'AC', '基', '赛', '增长', '分红', '场', '债', '资金', '图文', '胜', '季', '巴萨']\n",
      "['上午', '变', '夜店', '央视', '拒', '爱情', '感情', '印尼', '丰田', '牵手', '砍', '丈夫', '画面', '结婚', '道歉']\n",
      "==============================\n",
      "topic diversity:0.9233333333333333\n",
      "c_v:0.537450343860337, c_w2v:0.9953365325927734, c_uci:-11.309759122278582, c_npmi:-0.35569659377269464\n",
      "mimno topic coherence:-169.91952678394205\n",
      "Epoch  61\tIter   10\tLoss:27.6738930\tRec Loss:27.3842278\tMMD:0.2896658\n",
      "Epoch  61\tIter   20\tLoss:28.6173722\tRec Loss:27.6430414\tMMD:0.9743306\n",
      "Epoch  62\tIter   10\tLoss:26.9483700\tRec Loss:26.6523285\tMMD:0.2960413\n",
      "Epoch  62\tIter   20\tLoss:27.9406926\tRec Loss:26.9237593\tMMD:1.0169348\n",
      "Epoch  63\tIter   10\tLoss:27.9676018\tRec Loss:27.6797371\tMMD:0.2878641\n",
      "Epoch  63\tIter   20\tLoss:26.1291441\tRec Loss:25.2989314\tMMD:0.8302124\n",
      "Epoch  64\tIter   10\tLoss:27.0411835\tRec Loss:26.7237148\tMMD:0.3174682\n",
      "Epoch  64\tIter   20\tLoss:27.1545316\tRec Loss:26.1466800\tMMD:1.0078520\n",
      "Epoch  65\tIter   10\tLoss:27.8735161\tRec Loss:27.5792961\tMMD:0.2942193\n",
      "Epoch  65\tIter   20\tLoss:26.0646112\tRec Loss:25.2345581\tMMD:0.8300534\n",
      "Epoch  66\tIter   10\tLoss:27.2461700\tRec Loss:27.0165920\tMMD:0.2295776\n",
      "Epoch  66\tIter   20\tLoss:26.3487486\tRec Loss:25.5955998\tMMD:0.7531493\n",
      "Epoch  67\tIter   10\tLoss:26.5391998\tRec Loss:26.2778912\tMMD:0.2613094\n",
      "Epoch  67\tIter   20\tLoss:27.8436811\tRec Loss:26.9328989\tMMD:0.9107824\n",
      "Epoch  68\tIter   10\tLoss:27.0398960\tRec Loss:26.7670460\tMMD:0.2728504\n",
      "Epoch  68\tIter   20\tLoss:29.2179863\tRec Loss:28.0944793\tMMD:1.1235064\n",
      "Epoch  69\tIter   10\tLoss:26.1820564\tRec Loss:25.9406509\tMMD:0.2414048\n",
      "Epoch  69\tIter   20\tLoss:25.7310431\tRec Loss:24.8539789\tMMD:0.8770637\n",
      "Epoch  70\tIter   10\tLoss:27.3167381\tRec Loss:27.0750942\tMMD:0.2416442\n",
      "Epoch  70\tIter   20\tLoss:26.3687462\tRec Loss:25.1280126\tMMD:1.2407322\n",
      "Epoch  70\tLoss:26.4944789\n",
      "['考生', '高校', '招生', '2009', '北大', '专家', '考', '09', '网上', '学生', '考试', '自主', '大学', '2011', '学校']\n",
      "['世界', '云', '互联网', '盛大', '之遥', '完美', '人民币', '攻略', '力', '体系', '集', 'ol', '升值', '秘诀', '终极']\n",
      "['获', '刑', '现', '强', '惊', '世界', '首', '出炉', '售价', '覆盖', '皇马', '批', '建行', '索尼', '50']\n",
      "['追', '砍', '中方', '骗局', '封', '变', '小姐', '19', '寻找', '走出', '女生', '逃', '选举', '言论', '各方']\n",
      "['访问', '网友', '回应', '俄罗斯', '出席', '明星', '微博', '胡锦涛', '广告', '呼吁', '楼', '官员', '医生', '惹', '导演']\n",
      "['男友', '组建', '伊朗', '公安部', '反政府', '打击', '外长', '军方', '签署', '部队', '海盗', '会谈', '辞职', '否认', '赵薇']\n",
      "['评级', '买入', '目标价', '主帅', '股票', '花旗', '瑞银', '美元', '融资', '持有', '服', '银行', '上调', '下调', '网']\n",
      "['经济', '调查', '复苏', '发布', '款', '收费', '导购', '国内', '对话', '新浪', '虚拟', '房地产', '发展', '公布', '中美']\n",
      "['平起', '精装', '平米', '开盘', '别墅', '全款', '现房', '居在', '优惠', '98', '95', '享', '朝阳', '独栋', '城']\n",
      "['OL', '劫', '梦幻', '手游', '赤壁', '视', 'online', '手机', '天域', '曝光', '日本', '网游', '工作室', '勋章', '新作']\n",
      "['美', '朝鲜', '日本', '媒体', '俄', '余', '30', '协议', '捐款', '访', '老人', '首次', '伊朗', '法国', '访问']\n",
      "['新郎', '婚礼', '女星', '结婚', '送', '恋爱', '盛典', '自曝', '亮相', '爱情', '新娘', 'QQ', '以色列', '�', '宣传']\n",
      "['指', '米', '曝', '数', '20', '死', '袭击', '至少', '余', '60', '拍', '50', '开发商', '治疗', '专家']\n",
      "['猝死', '豪侠', '身材', '宋', '僵尸', '战场', '秀', '活动', '领', '植物', '网友', '阿根廷', '省钱', '回馈', '大战']\n",
      "['信心', '8月', '生活', '机制', '一月', '上期', '绽放', '堂', '指数', '通道', '状元', '访谈', '80', '优雅', '赏']\n",
      "['奇谭', '古剑', '介绍', '雷', '剧情', '三国', '活动', '登场', '中的', '助阵', '宠', '漂亮', '国庆', '万元', '明年']\n",
      "['微软', '版', 'iPhone', '搜索', '苹果', '手机', '测试', 'PSP', '网游', 'PC', '谷歌', '服务', '社交', '电脑', 'Twitter']\n",
      "['妻子', '死亡', '丈夫', '发生', '地震', '医院', '死', '女子', '级', '杀死', '疑', '伤', '失踪', '13', '一家']\n",
      "['AC', '米兰', '曼联', '发行', '分红', '胜', '场', '基', '债', '同比', '英超', '增', '赛', '客场', '资金']\n",
      "['上午', '夜店', '变', '拒', '央视', '丰田', '失踪', '感情', '印尼', '夫妻', '画面', '口', '婚后', '道歉', '阿根廷']\n",
      "==============================\n",
      "topic diversity:0.95\n",
      "c_v:0.5292416306514063, c_w2v:0.9944514036178589, c_uci:-11.147483915348092, c_npmi:-0.34578379193405806\n",
      "mimno topic coherence:-168.96192380762267\n",
      "Epoch  71\tIter   10\tLoss:26.4780464\tRec Loss:26.1966877\tMMD:0.2813591\n",
      "Epoch  71\tIter   20\tLoss:26.8510773\tRec Loss:25.8062243\tMMD:1.0448536\n",
      "Epoch  72\tIter   10\tLoss:26.4115963\tRec Loss:26.1293221\tMMD:0.2822750\n",
      "Epoch  72\tIter   20\tLoss:28.7629801\tRec Loss:27.9000870\tMMD:0.8628920\n",
      "Epoch  73\tIter   10\tLoss:25.7117577\tRec Loss:25.4763107\tMMD:0.2354465\n",
      "Epoch  73\tIter   20\tLoss:26.0300387\tRec Loss:25.2150832\tMMD:0.8149557\n",
      "Epoch  74\tIter   10\tLoss:25.6956062\tRec Loss:25.4232140\tMMD:0.2723922\n",
      "Epoch  74\tIter   20\tLoss:26.5902694\tRec Loss:25.7293044\tMMD:0.8609644\n",
      "Epoch  75\tIter   10\tLoss:26.1839008\tRec Loss:25.8844910\tMMD:0.2994101\n",
      "Epoch  75\tIter   20\tLoss:27.2005678\tRec Loss:26.1509978\tMMD:1.0495686\n",
      "Epoch  76\tIter   10\tLoss:25.9883537\tRec Loss:25.7414398\tMMD:0.2469144\n",
      "Epoch  76\tIter   20\tLoss:27.8059019\tRec Loss:26.7019575\tMMD:1.1039435\n",
      "Epoch  77\tIter   10\tLoss:26.2579784\tRec Loss:25.9584713\tMMD:0.2995078\n",
      "Epoch  77\tIter   20\tLoss:27.1039570\tRec Loss:26.1250970\tMMD:0.9788604\n",
      "Epoch  78\tIter   10\tLoss:26.3128986\tRec Loss:25.9928474\tMMD:0.3200510\n",
      "Epoch  78\tIter   20\tLoss:27.7480844\tRec Loss:26.7916041\tMMD:0.9564795\n",
      "Epoch  79\tIter   10\tLoss:25.7998314\tRec Loss:25.4780998\tMMD:0.3217308\n",
      "Epoch  79\tIter   20\tLoss:28.5866230\tRec Loss:27.5651636\tMMD:1.0214589\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  80\tIter   10\tLoss:25.2361889\tRec Loss:24.9618855\tMMD:0.2743029\n",
      "Epoch  80\tIter   20\tLoss:27.3320845\tRec Loss:25.9630346\tMMD:1.3690493\n",
      "Epoch  80\tLoss:25.6488588\n",
      "['考生', '高校', '招生', '自主', '2009', '网上', '北大', '09', '学生', '考试', '专家', '推荐', '家长', '中考', '新生']\n",
      "['世界', '互联网', '云', '升值', '盛大', '人民币', '之遥', '集', '攻略', '力', 'ol', '体系', '完美', '秘诀', '版权']\n",
      "['获', '现', '覆盖', '惊', '建行', '刑', '芯', '精品', '强', '售价', '皇马', '世界', '蛙', '古力', '方正']\n",
      "['追', '中方', '骗局', '砍', '封', '寻找', '各方', '小姐', '言论', '回家', '走出', '19', '女生', '错过', '选举']\n",
      "['访问', '网友', '俄罗斯', '明星', '胡锦涛', '回应', '出席', '广告', '微博', '楼', '官员', '惹', '呼吁', '导演', '峰会']\n",
      "['男友', '打击', '组建', '外长', '伊朗', '公安部', '海盗', '部队', '签署', '军方', '会谈', '索马里', '反政府', '叙利亚', '辞职']\n",
      "['评级', '买入', '目标价', '瑞银', '花旗', '股票', '上调', '持有', '调', '主帅', '下调', '第三季度', '中国队', '油田', '出售']\n",
      "['经济', '复苏', '调查', '导购', '房地产', '分钟', '发布', '发展', '对话', '收费', '虚拟', '国内', '陕西', '做好', '笔']\n",
      "['平起', '精装', '平米', '别墅', '现房', '全款', '开盘', '居在', '享', '98', '优惠', '城', '95', '公寓', '朝阳']\n",
      "['OL', '劫', '梦幻', '赤壁', '视', '勋章', '手游', '召唤', '荣誉', '新作', '天域', '公会', '网游', '工作室', '透露']\n",
      "['美', '朝鲜', '日本', '余', '俄', '30', '媒体', '取消', '石油', '协议', '访', '捐款', '反对', '访华', '访问']\n",
      "['新郎', '婚礼', '女星', '结婚', '恋爱', '新娘', '送', '自曝', '以色列', 'QQ', '爱情', '盛典', '炫舞', '亮相', '�']\n",
      "['指', '米', '曝', '至少', '数', '60', '袭击', '50', '余', '开发商', '建', '治疗', '醉酒', '万元', '死']\n",
      "['猝死', '身材', '僵尸', '豪侠', '领', '植物', '战场', '宋', '返', '回馈', '活动', '秀', '港', '热播', '网友']\n",
      "['通道', '信心', '一月', '生活', '指数', '机制', '优雅', '上期', '堂', '绽放', '8月', '结构性', '形势', '收视', '状元']\n",
      "['奇谭', '古剑', '介绍', '雷', '登场', '中的', '活动', '剧情', '三国', '国庆', '宠', '助阵', '明年', '举办', 'QQ']\n",
      "['微软', '版', '搜索', 'PSP', '测试', 'PC', 'iPhone', '手机', '网游', '电脑', '平板', '趣味', '服务', '苹果', 'Twitter']\n",
      "['死亡', '妻子', '丈夫', '发生', '地震', '死', '医院', '女子', '伤', '级', '杀死', '一家', '疑', '失踪', '捅']\n",
      "['AC', '米兰', '发行', '分红', '客场', '同比', '季', '净利润', '盈利', '胜', '财', '债', '绝杀', '国土', '增长']\n",
      "['上午', '变', '感情', '拒', '争', '丰田', '夜店', '印尼', '状告', '画面', '口', '失踪', '央视', '婚后', '发表']\n",
      "==============================\n",
      "topic diversity:0.97\n",
      "c_v:0.5341342788307827, c_w2v:0.9952157735824585, c_uci:-11.250992917284131, c_npmi:-0.3476714958377864\n",
      "mimno topic coherence:-167.12419388375085\n",
      "Epoch  81\tIter   10\tLoss:25.6178341\tRec Loss:25.3131256\tMMD:0.3047091\n",
      "Epoch  81\tIter   20\tLoss:26.9473126\tRec Loss:26.1191187\tMMD:0.8281933\n",
      "Epoch  82\tIter   10\tLoss:25.7696667\tRec Loss:25.4309082\tMMD:0.3387581\n",
      "Epoch  82\tIter   20\tLoss:25.3453886\tRec Loss:24.2286314\tMMD:1.1167567\n",
      "Epoch  83\tIter   10\tLoss:24.8121910\tRec Loss:24.5193348\tMMD:0.2928567\n",
      "Epoch  83\tIter   20\tLoss:25.6125332\tRec Loss:24.8245255\tMMD:0.7880073\n",
      "Epoch  84\tIter   10\tLoss:24.7006168\tRec Loss:24.4132385\tMMD:0.2873784\n",
      "Epoch  84\tIter   20\tLoss:23.8363460\tRec Loss:23.2465304\tMMD:0.5898158\n",
      "Epoch  85\tIter   10\tLoss:25.5961514\tRec Loss:25.3134480\tMMD:0.2827034\n",
      "Epoch  85\tIter   20\tLoss:26.6827799\tRec Loss:25.5357431\tMMD:1.1470384\n",
      "Epoch  86\tIter   10\tLoss:25.8348808\tRec Loss:25.4930630\tMMD:0.3418186\n",
      "Epoch  86\tIter   20\tLoss:24.7559455\tRec Loss:23.9524207\tMMD:0.8035251\n",
      "Epoch  87\tIter   10\tLoss:25.3120880\tRec Loss:25.0016518\tMMD:0.3104362\n",
      "Epoch  87\tIter   20\tLoss:25.2964697\tRec Loss:24.3436123\tMMD:0.9528581\n",
      "Epoch  88\tIter   10\tLoss:23.6054630\tRec Loss:23.2980614\tMMD:0.3074022\n",
      "Epoch  88\tIter   20\tLoss:24.4497305\tRec Loss:23.3179650\tMMD:1.1317662\n",
      "Epoch  89\tIter   10\tLoss:24.4782963\tRec Loss:24.1421967\tMMD:0.3360994\n",
      "Epoch  89\tIter   20\tLoss:24.8038768\tRec Loss:23.8260905\tMMD:0.9777862\n",
      "Epoch  90\tIter   10\tLoss:24.3824100\tRec Loss:24.1110992\tMMD:0.2713112\n",
      "Epoch  90\tIter   20\tLoss:27.4736516\tRec Loss:26.4397473\tMMD:1.0339058\n",
      "Epoch  90\tLoss:24.7188029\n",
      "['考生', '高校', '招生', '自主', '考试', '网上', '北大', '09', '2009', '学生', '上海', '联考', '报名', '家长', '考']\n",
      "['互联网', '世界', '云', '升值', '之遥', '盛大', '人民币', '力', 'ol', '攻略', '集', '体系', '完美', '秘诀', '版权']\n",
      "['获', '蛙', '芯', '现', '覆盖', '建行', '独显', '精品', '亚锦赛', '惊', '行', '联想', '申花', '强', '朱骏']\n",
      "['追', '中方', '封', '骗局', '砍', '小姐', '19', '男孩', '言论', '各方', '错过', '横扫', '选举', '年前', '寻找']\n",
      "['访问', '网友', '俄罗斯', '回应', '广告', '胡锦涛', '楼', '明星', '微博', '导演', '出席', '争议', '呼吁', '惹', '拆迁']\n",
      "['组建', '伊朗', '反政府', '打击', '部队', '海盗', '外长', '签署', '公安部', '军方', '叙利亚', '会谈', '索马里', '美', '阿富汗']\n",
      "['评级', '目标价', '瑞银', '买入', '持有', '股票', '上调', '调', '花旗', '油田', '下调', '食品', '铝', '港元', '第三季度']\n",
      "['经济', '复苏', '调查', '房地产', '对话', '笔', '虚拟', '导购', '分钟', '做好', '证监会', '穿越', '国内', '收费', '住房']\n",
      "['平起', '精装', '现房', '平米', '开盘', '全款', '别墅', '居在', '98', '95', '享', '昌平', '独栋', '可享', '城']\n",
      "['OL', '梦幻', '劫', '勋章', '视', '赤壁', '新作', '荣誉', '召唤', '天域', '手游', '工作室', '帝', '使命', '动']\n",
      "['美', '朝鲜', '日本', '访', '余', '俄', '访问', '30', '石油', '协议', '取消', '反对', '访华', '银行', '干预']\n",
      "['新郎', '婚礼', '结婚', '女星', '新娘', '以色列', '恋爱', '送', '盛典', '自曝', 'QQ', '炫舞', '亮相', '改变', '�']\n",
      "['指', '米', '曝', '治疗', '汽车', '别墅', '至少', '60', '醉酒', '建', '湾', '开发商', '数', '50', '拖行']\n",
      "['猝死', '身材', '领', '僵尸', '豪侠', '植物', '战场', '港', '宋', '返', '秀', '车手', '热播', '活动', '回馈']\n",
      "['一月', '通道', '信心', '结构性', '生活', '优雅', '收视', '成熟', '上期', '形势', '指数', '堂', '升至', '妩媚', '交易']\n",
      "['奇谭', '古剑', '介绍', '雷', '中的', '剧情', '活动', '登场', '三国', '宠', '女儿国', '明年', '举办', '自制', '国庆']\n",
      "['微软', '版', '搜索', 'PC', 'PSP', '苹果', '电脑', '平板', '测试', '手机', 'iPhone', '趣味', '业务', '首款', '谷歌']\n",
      "['妻子', '死亡', '丈夫', '发生', '地震', '死', '医院', '级', '女子', '疑', '伤', '一家', '受伤', '11', '勒死']\n",
      "['AC', '米兰', '发行', '西甲', '季', '客场', '盈利', '同比', '净利润', '财', '增', '目标价', '资金', '分红', '债']\n",
      "['上午', '争', '失踪', '菲', '变', '印尼', '口', '海域', '感情', '手', '夜店', '比赛', '央视', '夫妇', '状告']\n",
      "==============================\n",
      "topic diversity:0.9833333333333333\n",
      "c_v:0.5179811712733768, c_w2v:0.9953780174255371, c_uci:-11.062438005053512, c_npmi:-0.33739050259432546\n",
      "mimno topic coherence:-172.0581943457339\n",
      "Epoch  91\tIter   10\tLoss:24.8964577\tRec Loss:24.5492897\tMMD:0.3471685\n",
      "Epoch  91\tIter   20\tLoss:27.4435910\tRec Loss:26.1564816\tMMD:1.2871100\n",
      "Epoch  92\tIter   10\tLoss:24.6361599\tRec Loss:24.3268452\tMMD:0.3093148\n",
      "Epoch  92\tIter   20\tLoss:24.5343972\tRec Loss:23.4781259\tMMD:1.0562709\n",
      "Epoch  93\tIter   10\tLoss:23.8254642\tRec Loss:23.5318832\tMMD:0.2935805\n",
      "Epoch  93\tIter   20\tLoss:25.5830360\tRec Loss:24.3993781\tMMD:1.1836587\n",
      "Epoch  94\tIter   10\tLoss:23.9475498\tRec Loss:23.6447029\tMMD:0.3028469\n",
      "Epoch  94\tIter   20\tLoss:26.4279222\tRec Loss:25.3115876\tMMD:1.1163352\n",
      "Epoch  95\tIter   10\tLoss:24.4623852\tRec Loss:24.1263237\tMMD:0.3360614\n",
      "Epoch  95\tIter   20\tLoss:23.7689898\tRec Loss:22.8256335\tMMD:0.9433562\n",
      "Epoch  96\tIter   10\tLoss:24.7911167\tRec Loss:24.4742451\tMMD:0.3168712\n",
      "Epoch  96\tIter   20\tLoss:25.6897818\tRec Loss:24.3503981\tMMD:1.3393840\n",
      "Epoch  97\tIter   10\tLoss:23.5389671\tRec Loss:23.2167778\tMMD:0.3221894\n",
      "Epoch  97\tIter   20\tLoss:24.8412726\tRec Loss:23.9014720\tMMD:0.9398007\n",
      "Epoch  98\tIter   10\tLoss:24.4571171\tRec Loss:24.1430092\tMMD:0.3141083\n",
      "Epoch  98\tIter   20\tLoss:23.3332958\tRec Loss:22.4272398\tMMD:0.9060561\n",
      "Epoch  99\tIter   10\tLoss:23.3193054\tRec Loss:22.9840088\tMMD:0.3352958\n",
      "Epoch  99\tIter   20\tLoss:24.8443729\tRec Loss:23.8802302\tMMD:0.9641420\n",
      "Epoch 100\tIter   10\tLoss:23.7709122\tRec Loss:23.4591255\tMMD:0.3117862\n",
      "Epoch 100\tIter   20\tLoss:23.3645254\tRec Loss:22.4394343\tMMD:0.9250918\n",
      "Epoch 100\tLoss:23.6244470\n",
      "['高校', '考生', '考试', '招生', '自主', '报名', '试题', '家长', '网上', '联考', '北大', '2009', '学生', '上海', '09']\n",
      "['互联网', '世界', '升值', '之遥', '云', '人民币', '集', '攻略', '盛大', 'ol', 'RPG', '力', '威力', '秘诀', '体系']\n",
      "['蛙', '芯', '精品', '建行', '独显', '现', '获', '亚锦赛', '输球', '朱骏', '申花', '拼', '惊', '行', '德甲']\n",
      "['中方', '封', '选举', '19', '追', '骗局', '回家', '信', '砍', '小姐', '学生', '持', '言论', '男孩', '奖']\n",
      "['访问', '网友', '俄罗斯', '胡锦涛', '广告', '楼', '峰会', '导演', '拆迁', '回应', '微博', '争议', '总理', '明星', '离婚']\n",
      "['组建', '部队', '反政府', '打击', '伊朗', '海盗', '外长', '军方', '公安部', '签署', '叙利亚', '索马里', '武装', '负责', '北约']\n",
      "['评级', '瑞银', '目标价', '调', '买入', '上调', '持有', '股票', '花旗', '铝', '下调', '食品', '标普', '港元', '回购']\n",
      "['经济', '复苏', '房地产', '住房', '调查', '笔', '导购', '做好', '困难', '虚拟', '分钟', '变更', '公积金', '收费', '证监会']\n",
      "['平起', '居在', '全款', '95', '开盘', '享', '别墅', '可享', '精装', '现房', '97', '昌平', '优惠', '平米', '98']\n",
      "['OL', '梦幻', '劫', '勋章', '视', '新作', '荣誉', '天域', '召唤', '赤壁', '使命', '帝', '公会', '开发', '动']\n",
      "['美', '朝鲜', '访', '日本', '俄', '余', '访华', '30', '干预', '两岸', '反对', '访问', '协议', '石油', '取消']\n",
      "['新郎', '婚礼', '恋爱', '新娘', '结婚', 'QQ', '送', '女星', '盛典', '以色列', '自曝', '炫舞', '深情', '盛大', '电脑']\n",
      "['指', '米', '汽车', '曝', '别墅', '治疗', '至少', '湾', '建', '醉酒', '60', '拖行', '索马里', '数', '死亡']\n",
      "['猝死', '身材', '僵尸', '战场', '植物', '领', '港', '回馈', '秀', '返', '车手', '豪侠', '动作', '宋', '热播']\n",
      "['一月', '通道', '结构性', '上期', '信心', '收视', '优雅', '减仓', '成熟', '升至', '谈判', '形势', '生活', '绽放', '公里']\n",
      "['奇谭', '古剑', '雷', '介绍', '剧情', '中的', '登场', '三国', '宠', '自制', '活动', '明年', '举办', '女儿国', '国庆']\n",
      "['微软', '版', '搜索', 'PC', '电脑', '平板', 'PSP', '苹果', '任天堂', '测试', 'Wii', '360', 'Android', '趣味', '登陆']\n",
      "['死亡', '地震', '发生', '丈夫', '妻子', '级', '死', '医院', '女子', '受伤', '伤', '疑', '勒死', '13', '11']\n",
      "['AC', '米兰', '发行', '西甲', '季', '盈利', '客场', '同比', '财', '净利润', '资金', '增', '目标价', '主场', '分红']\n",
      "['上午', '争', '失踪', '印尼', '菲', '手', '央视', '丰田', '感情', '口', '婚后', '海域', '游客', '状告', '比赛']\n",
      "==============================\n",
      "topic diversity:0.9733333333333334\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c_v:0.5183053625094497, c_w2v:0.9951306581497192, c_uci:-10.916341434046116, c_npmi:-0.32907100467856276\n",
      "mimno topic coherence:-159.96838532263612\n",
      "Epoch 101\tIter   10\tLoss:23.2010231\tRec Loss:22.8465614\tMMD:0.3544614\n",
      "Epoch 101\tIter   20\tLoss:24.6970966\tRec Loss:23.5554716\tMMD:1.1416246\n",
      "Epoch 102\tIter   10\tLoss:22.9770432\tRec Loss:22.6371384\tMMD:0.3399040\n",
      "Epoch 102\tIter   20\tLoss:24.5414131\tRec Loss:23.2742638\tMMD:1.2671494\n",
      "Epoch 103\tIter   10\tLoss:22.9654026\tRec Loss:22.6119537\tMMD:0.3534483\n",
      "Epoch 103\tIter   20\tLoss:24.6593049\tRec Loss:23.6215977\tMMD:1.0377074\n",
      "Epoch 104\tIter   10\tLoss:22.7707272\tRec Loss:22.4555435\tMMD:0.3151835\n",
      "Epoch 104\tIter   20\tLoss:24.9306797\tRec Loss:23.7188283\tMMD:1.2118518\n",
      "Epoch 105\tIter   10\tLoss:22.6119461\tRec Loss:22.2942734\tMMD:0.3176726\n",
      "Epoch 105\tIter   20\tLoss:20.8264880\tRec Loss:19.9078620\tMMD:0.9186258\n",
      "Epoch 106\tIter   10\tLoss:23.9865093\tRec Loss:23.6517525\tMMD:0.3347569\n",
      "Epoch 106\tIter   20\tLoss:24.7686705\tRec Loss:23.6387752\tMMD:1.1298948\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-5-135888bfb108>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_data\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdocSet\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m512\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdocSet\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnum_epochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnum_epochs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlog_every\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbeta\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\D_Documents\\repos\\Neural_Topic_Models\\models\\WLDA.py\u001b[0m in \u001b[0;36mtrain\u001b[1;34m(self, train_data, batch_size, learning_rate, test_data, num_epochs, is_evaluate, log_every, beta)\u001b[0m\n\u001b[0;32m     49\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnum_epochs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m             \u001b[0mepochloss_lst\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 51\u001b[1;33m             \u001b[1;32mfor\u001b[0m \u001b[0miter\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_loader\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     52\u001b[0m                 \u001b[0moptimizer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\torch\\utils\\data\\dataloader.py\u001b[0m in \u001b[0;36m__iter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    289\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0m_SingleProcessDataLoaderIter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    290\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 291\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0m_MultiProcessingDataLoaderIter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    292\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    293\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\torch\\utils\\data\\dataloader.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, loader)\u001b[0m\n\u001b[0;32m    735\u001b[0m             \u001b[1;31m#     before it starts, and __del__ tries to join but will get:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    736\u001b[0m             \u001b[1;31m#     AssertionError: can only join a started process.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 737\u001b[1;33m             \u001b[0mw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    738\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_index_queues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex_queue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    739\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_workers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\multiprocessing\\process.py\u001b[0m in \u001b[0;36mstart\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    103\u001b[0m                \u001b[1;34m'daemonic processes are not allowed to have children'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    104\u001b[0m         \u001b[0m_cleanup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 105\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_popen\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_Popen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    106\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sentinel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_popen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msentinel\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    107\u001b[0m         \u001b[1;31m# Avoid a refcycle if the target function holds an indirect\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\multiprocessing\\context.py\u001b[0m in \u001b[0;36m_Popen\u001b[1;34m(process_obj)\u001b[0m\n\u001b[0;32m    221\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    222\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_Popen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocess_obj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 223\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_default_context\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_context\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mProcess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_Popen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocess_obj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    224\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    225\u001b[0m \u001b[1;32mclass\u001b[0m \u001b[0mDefaultContext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBaseContext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\multiprocessing\\context.py\u001b[0m in \u001b[0;36m_Popen\u001b[1;34m(process_obj)\u001b[0m\n\u001b[0;32m    320\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0m_Popen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocess_obj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    321\u001b[0m             \u001b[1;32mfrom\u001b[0m \u001b[1;33m.\u001b[0m\u001b[0mpopen_spawn_win32\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mPopen\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 322\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mPopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocess_obj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    323\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    324\u001b[0m     \u001b[1;32mclass\u001b[0m \u001b[0mSpawnContext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBaseContext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\multiprocessing\\popen_spawn_win32.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, process_obj)\u001b[0m\n\u001b[0;32m     63\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m                 \u001b[0mreduction\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprep_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mto_child\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 65\u001b[1;33m                 \u001b[0mreduction\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocess_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mto_child\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     66\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     67\u001b[0m                 \u001b[0mset_spawning_popen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\lei\\appdata\\local\\programs\\python\\python36\\lib\\multiprocessing\\reduction.py\u001b[0m in \u001b[0;36mdump\u001b[1;34m(obj, file, protocol)\u001b[0m\n\u001b[0;32m     58\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mdump\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprotocol\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m     \u001b[1;34m'''Replacement for pickle.dump() using ForkingPickler.'''\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 60\u001b[1;33m     \u001b[0mForkingPickler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprotocol\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m \u001b[1;31m#\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.train(train_data=docSet,batch_size=512,test_data=docSet,num_epochs=num_epochs,log_every=10,beta=1.0)"
   ]
  },
  {
   "source": [],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Below not useful"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "lines = [re.sub(r' ',r'',line.strip('\\n')) for line in open('data/cnews10k_lines.txt','r',encoding='utf-8').readlines()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "metadata": {},
     "execution_count": 18
    }
   ],
   "source": [
    "len(lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "18.7245"
      ]
     },
     "metadata": {},
     "execution_count": 19
    }
   ],
   "source": [
    "sum([len(l) for l in lines])/len(lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import umap\n",
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "z_dim = 10\n",
    "batch_size = 500\n",
    "odes = np.eye(z_dim)*20\n",
    "ides = np.random.randint(low=0, high=z_dim, size=batch_size)\n",
    "mus = odes[ides]\n",
    "sigmas = np.ones((batch_size, z_dim))*0.2*20\n",
    "z_true = np.random.normal(mus, sigmas)\n",
    "spls = z_true\n",
    "#z_true = F.softmax(torch.from_numpy(z_true).float(), dim=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 5\n",
    "spls = np.random.dirichlet(alpha=np.ones(n)/n,size=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "red_emb = umap.UMAP(n_components=2).fit_transform(spls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"302.878125pt\" version=\"1.1\" viewBox=\"0 0 321.504688 302.878125\" width=\"321.504688pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-11-10T13:15:50.647523</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 302.878125 \r\nL 321.504688 302.878125 \r\nL 321.504688 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 35.304688 279 \r\nL 314.304688 279 \r\nL 314.304688 7.2 \r\nL 35.304688 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 1.581139 \r\nC 0.419323 1.581139 0.821528 1.41454 1.118034 1.118034 \r\nC 1.41454 0.821528 1.581139 0.419323 1.581139 0 \r\nC 1.581139 -0.419323 1.41454 -0.821528 1.118034 -1.118034 \r\nC 0.821528 -1.41454 0.419323 -1.581139 0 -1.581139 \r\nC -0.419323 -1.581139 -0.821528 -1.41454 -1.118034 -1.118034 \r\nC -1.41454 -0.821528 -1.581139 -0.419323 -1.581139 0 \r\nC -1.581139 0.419323 -1.41454 0.821528 -1.118034 1.118034 \r\nC -0.821528 1.41454 -0.419323 1.581139 0 1.581139 \r\nz\r\n\" id=\"m30adad841b\" style=\"stroke:#ff8c00;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p49da28f6cc)\">\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.771609\" xlink:href=\"#m30adad841b\" y=\"105.06122\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.539008\" xlink:href=\"#m30adad841b\" y=\"117.281651\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.76366\" xlink:href=\"#m30adad841b\" y=\"107.908291\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.00875\" xlink:href=\"#m30adad841b\" y=\"263.507572\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.028665\" xlink:href=\"#m30adad841b\" y=\"194.874879\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"255.714763\" xlink:href=\"#m30adad841b\" y=\"20.769778\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.447708\" xlink:href=\"#m30adad841b\" y=\"121.539921\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.799344\" xlink:href=\"#m30adad841b\" y=\"108.29332\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.90629\" xlink:href=\"#m30adad841b\" y=\"53.368888\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.147046\" xlink:href=\"#m30adad841b\" y=\"61.674589\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.820339\" xlink:href=\"#m30adad841b\" y=\"150.771976\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"255.041226\" xlink:href=\"#m30adad841b\" y=\"22.163865\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"254.039217\" xlink:href=\"#m30adad841b\" y=\"21.894264\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.898383\" xlink:href=\"#m30adad841b\" y=\"65.436731\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"105.229883\" xlink:href=\"#m30adad841b\" y=\"107.924087\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.848853\" xlink:href=\"#m30adad841b\" y=\"107.124292\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"200.819804\" xlink:href=\"#m30adad841b\" y=\"48.794521\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"244.762737\" xlink:href=\"#m30adad841b\" y=\"263.867831\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.484865\" xlink:href=\"#m30adad841b\" y=\"121.834667\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.852054\" xlink:href=\"#m30adad841b\" y=\"200.889357\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.054782\" xlink:href=\"#m30adad841b\" y=\"148.927532\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.389399\" xlink:href=\"#m30adad841b\" y=\"70.610556\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.166692\" xlink:href=\"#m30adad841b\" y=\"102.04858\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"102.392558\" xlink:href=\"#m30adad841b\" y=\"110.879381\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"98.091495\" xlink:href=\"#m30adad841b\" y=\"106.886997\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"248.208671\" xlink:href=\"#m30adad841b\" y=\"260.974835\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.881285\" xlink:href=\"#m30adad841b\" y=\"68.228895\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.673297\" xlink:href=\"#m30adad841b\" y=\"47.626773\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.840928\" xlink:href=\"#m30adad841b\" y=\"48.148562\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.351959\" xlink:href=\"#m30adad841b\" y=\"105.623743\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"152.032181\" xlink:href=\"#m30adad841b\" y=\"67.076432\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.83897\" xlink:href=\"#m30adad841b\" y=\"66.424146\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.455678\" xlink:href=\"#m30adad841b\" y=\"105.062908\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.949404\" xlink:href=\"#m30adad841b\" y=\"116.182847\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"169.269315\" xlink:href=\"#m30adad841b\" y=\"199.028939\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.505844\" xlink:href=\"#m30adad841b\" y=\"53.765674\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.835679\" xlink:href=\"#m30adad841b\" y=\"47.664716\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.983997\" xlink:href=\"#m30adad841b\" y=\"119.254557\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.776451\" xlink:href=\"#m30adad841b\" y=\"70.670214\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.629775\" xlink:href=\"#m30adad841b\" y=\"104.25661\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.694121\" xlink:href=\"#m30adad841b\" y=\"262.902675\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.859109\" xlink:href=\"#m30adad841b\" y=\"262.100129\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.71867\" xlink:href=\"#m30adad841b\" y=\"149.228509\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"50.321353\" xlink:href=\"#m30adad841b\" y=\"63.410594\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.801912\" xlink:href=\"#m30adad841b\" y=\"67.39478\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.357817\" xlink:href=\"#m30adad841b\" y=\"150.659197\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.974157\" xlink:href=\"#m30adad841b\" y=\"259.236326\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.971717\" xlink:href=\"#m30adad841b\" y=\"154.815357\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"256.73047\" xlink:href=\"#m30adad841b\" y=\"22.542815\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.710328\" xlink:href=\"#m30adad841b\" y=\"152.328087\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.8087\" xlink:href=\"#m30adad841b\" y=\"46.398616\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.231949\" xlink:href=\"#m30adad841b\" y=\"24.415428\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.765491\" xlink:href=\"#m30adad841b\" y=\"198.224834\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.770571\" xlink:href=\"#m30adad841b\" y=\"60.767363\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.776498\" xlink:href=\"#m30adad841b\" y=\"51.635146\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.896574\" xlink:href=\"#m30adad841b\" y=\"59.139524\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.738923\" xlink:href=\"#m30adad841b\" y=\"265.041466\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.658473\" xlink:href=\"#m30adad841b\" y=\"264.814079\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"244.685417\" xlink:href=\"#m30adad841b\" y=\"266.231696\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.097336\" xlink:href=\"#m30adad841b\" y=\"72.275642\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.569917\" xlink:href=\"#m30adad841b\" y=\"118.592917\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.167144\" xlink:href=\"#m30adad841b\" y=\"70.468222\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.814372\" xlink:href=\"#m30adad841b\" y=\"200.957935\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.795379\" xlink:href=\"#m30adad841b\" y=\"57.284698\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.62771\" xlink:href=\"#m30adad841b\" y=\"116.367327\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.125826\" xlink:href=\"#m30adad841b\" y=\"120.154304\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.196705\" xlink:href=\"#m30adad841b\" y=\"104.932275\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.925796\" xlink:href=\"#m30adad841b\" y=\"150.558947\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.723365\" xlink:href=\"#m30adad841b\" y=\"201.401618\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.384211\" xlink:href=\"#m30adad841b\" y=\"66.59017\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"243.437434\" xlink:href=\"#m30adad841b\" y=\"260.460533\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.471088\" xlink:href=\"#m30adad841b\" y=\"23.891936\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.52312\" xlink:href=\"#m30adad841b\" y=\"109.775298\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.339484\" xlink:href=\"#m30adad841b\" y=\"107.047047\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"178.378713\" xlink:href=\"#m30adad841b\" y=\"196.445022\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.270063\" xlink:href=\"#m30adad841b\" y=\"110.512172\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.951874\" xlink:href=\"#m30adad841b\" y=\"119.348259\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.812638\" xlink:href=\"#m30adad841b\" y=\"196.556515\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"292.787263\" xlink:href=\"#m30adad841b\" y=\"103.164605\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.238513\" xlink:href=\"#m30adad841b\" y=\"118.862514\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.49456\" xlink:href=\"#m30adad841b\" y=\"199.605318\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"247.99223\" xlink:href=\"#m30adad841b\" y=\"263.041355\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"213.365488\" xlink:href=\"#m30adad841b\" y=\"120.879445\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"210.027906\" xlink:href=\"#m30adad841b\" y=\"117.880298\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.756253\" xlink:href=\"#m30adad841b\" y=\"46.873687\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"243.646603\" xlink:href=\"#m30adad841b\" y=\"258.442842\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.845455\" xlink:href=\"#m30adad841b\" y=\"59.653082\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.899406\" xlink:href=\"#m30adad841b\" y=\"117.268614\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.173247\" xlink:href=\"#m30adad841b\" y=\"100.517326\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"48.283801\" xlink:href=\"#m30adad841b\" y=\"59.371549\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"240.727488\" xlink:href=\"#m30adad841b\" y=\"265.009721\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.564373\" xlink:href=\"#m30adad841b\" y=\"266.645455\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.183261\" xlink:href=\"#m30adad841b\" y=\"262.285237\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.573414\" xlink:href=\"#m30adad841b\" y=\"199.346482\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.526976\" xlink:href=\"#m30adad841b\" y=\"47.077207\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.836799\" xlink:href=\"#m30adad841b\" y=\"264.714287\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.453903\" xlink:href=\"#m30adad841b\" y=\"48.102325\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"300.047618\" xlink:href=\"#m30adad841b\" y=\"106.180732\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.35421\" xlink:href=\"#m30adad841b\" y=\"105.391398\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.036904\" xlink:href=\"#m30adad841b\" y=\"103.399589\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"243.324092\" xlink:href=\"#m30adad841b\" y=\"262.314654\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.771978\" xlink:href=\"#m30adad841b\" y=\"195.523206\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.097083\" xlink:href=\"#m30adad841b\" y=\"101.65197\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.656108\" xlink:href=\"#m30adad841b\" y=\"194.148136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"256.924455\" xlink:href=\"#m30adad841b\" y=\"24.008405\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.656987\" xlink:href=\"#m30adad841b\" y=\"64.770089\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.35019\" xlink:href=\"#m30adad841b\" y=\"148.586683\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.111603\" xlink:href=\"#m30adad841b\" y=\"199.239447\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"248.619501\" xlink:href=\"#m30adad841b\" y=\"260.176184\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.681215\" xlink:href=\"#m30adad841b\" y=\"261.789858\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.376591\" xlink:href=\"#m30adad841b\" y=\"101.964592\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.834395\" xlink:href=\"#m30adad841b\" y=\"266.043605\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"210.360691\" xlink:href=\"#m30adad841b\" y=\"119.518826\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.816175\" xlink:href=\"#m30adad841b\" y=\"199.873623\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"103.425477\" xlink:href=\"#m30adad841b\" y=\"104.72426\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.951585\" xlink:href=\"#m30adad841b\" y=\"71.153756\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"300.709047\" xlink:href=\"#m30adad841b\" y=\"104.8748\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.775439\" xlink:href=\"#m30adad841b\" y=\"21.06011\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.385573\" xlink:href=\"#m30adad841b\" y=\"107.595933\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.705191\" xlink:href=\"#m30adad841b\" y=\"103.036699\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.67013\" xlink:href=\"#m30adad841b\" y=\"194.057724\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.348183\" xlink:href=\"#m30adad841b\" y=\"102.734722\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.539663\" xlink:href=\"#m30adad841b\" y=\"67.784904\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.990445\" xlink:href=\"#m30adad841b\" y=\"62.046213\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"253.942396\" xlink:href=\"#m30adad841b\" y=\"19.785675\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.068434\" xlink:href=\"#m30adad841b\" y=\"19.573021\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.037115\" xlink:href=\"#m30adad841b\" y=\"108.362512\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.661552\" xlink:href=\"#m30adad841b\" y=\"200.289877\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.683389\" xlink:href=\"#m30adad841b\" y=\"70.414099\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.628501\" xlink:href=\"#m30adad841b\" y=\"118.106788\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.161526\" xlink:href=\"#m30adad841b\" y=\"198.957668\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.842501\" xlink:href=\"#m30adad841b\" y=\"263.651818\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.444539\" xlink:href=\"#m30adad841b\" y=\"54.054054\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"151.385181\" xlink:href=\"#m30adad841b\" y=\"65.559174\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.658395\" xlink:href=\"#m30adad841b\" y=\"52.498206\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.451747\" xlink:href=\"#m30adad841b\" y=\"157.163008\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.767573\" xlink:href=\"#m30adad841b\" y=\"195.708215\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"256.6897\" xlink:href=\"#m30adad841b\" y=\"25.774275\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.791141\" xlink:href=\"#m30adad841b\" y=\"199.812134\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.714895\" xlink:href=\"#m30adad841b\" y=\"22.97684\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.58094\" xlink:href=\"#m30adad841b\" y=\"153.561185\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.388536\" xlink:href=\"#m30adad841b\" y=\"102.306031\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"244.765102\" xlink:href=\"#m30adad841b\" y=\"258.124413\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.055676\" xlink:href=\"#m30adad841b\" y=\"52.104235\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.980584\" xlink:href=\"#m30adad841b\" y=\"196.129829\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.572816\" xlink:href=\"#m30adad841b\" y=\"155.185935\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.432167\" xlink:href=\"#m30adad841b\" y=\"105.488871\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.911934\" xlink:href=\"#m30adad841b\" y=\"259.635984\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.496414\" xlink:href=\"#m30adad841b\" y=\"21.021447\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.476763\" xlink:href=\"#m30adad841b\" y=\"122.384401\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.138485\" xlink:href=\"#m30adad841b\" y=\"150.381933\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.352061\" xlink:href=\"#m30adad841b\" y=\"54.480633\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"174.814027\" xlink:href=\"#m30adad841b\" y=\"193.62895\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.769723\" xlink:href=\"#m30adad841b\" y=\"102.213069\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"248.33208\" xlink:href=\"#m30adad841b\" y=\"262.245471\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.712266\" xlink:href=\"#m30adad841b\" y=\"68.132654\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.943165\" xlink:href=\"#m30adad841b\" y=\"107.490646\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.412143\" xlink:href=\"#m30adad841b\" y=\"60.501178\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.747357\" xlink:href=\"#m30adad841b\" y=\"154.247705\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.73363\" xlink:href=\"#m30adad841b\" y=\"109.78308\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.929361\" xlink:href=\"#m30adad841b\" y=\"102.022139\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.698733\" xlink:href=\"#m30adad841b\" y=\"260.619823\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.936355\" xlink:href=\"#m30adad841b\" y=\"103.046192\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"103.537447\" xlink:href=\"#m30adad841b\" y=\"106.708703\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.700391\" xlink:href=\"#m30adad841b\" y=\"49.161419\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.855713\" xlink:href=\"#m30adad841b\" y=\"22.903578\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"248.608177\" xlink:href=\"#m30adad841b\" y=\"264.149717\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.108882\" xlink:href=\"#m30adad841b\" y=\"62.104455\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.532255\" xlink:href=\"#m30adad841b\" y=\"102.708496\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"105.964561\" xlink:href=\"#m30adad841b\" y=\"107.720024\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.124129\" xlink:href=\"#m30adad841b\" y=\"152.167958\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.895757\" xlink:href=\"#m30adad841b\" y=\"49.999372\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.423525\" xlink:href=\"#m30adad841b\" y=\"106.035526\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"174.805743\" xlink:href=\"#m30adad841b\" y=\"197.238292\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.674036\" xlink:href=\"#m30adad841b\" y=\"47.848369\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"154.206128\" xlink:href=\"#m30adad841b\" y=\"65.423894\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.410156\" xlink:href=\"#m30adad841b\" y=\"64.20603\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.242513\" xlink:href=\"#m30adad841b\" y=\"57.837839\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.057745\" xlink:href=\"#m30adad841b\" y=\"65.318655\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"254.602084\" xlink:href=\"#m30adad841b\" y=\"19.631311\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.435142\" xlink:href=\"#m30adad841b\" y=\"156.831122\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.637262\" xlink:href=\"#m30adad841b\" y=\"120.93528\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.986498\" xlink:href=\"#m30adad841b\" y=\"149.013686\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"103.668184\" xlink:href=\"#m30adad841b\" y=\"108.779069\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.47104\" xlink:href=\"#m30adad841b\" y=\"196.8337\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"247.700756\" xlink:href=\"#m30adad841b\" y=\"261.542493\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.61052\" xlink:href=\"#m30adad841b\" y=\"56.944115\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"201.982554\" xlink:href=\"#m30adad841b\" y=\"52.013736\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.500547\" xlink:href=\"#m30adad841b\" y=\"70.57526\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.356316\" xlink:href=\"#m30adad841b\" y=\"49.251837\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.693837\" xlink:href=\"#m30adad841b\" y=\"47.568035\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.080106\" xlink:href=\"#m30adad841b\" y=\"69.873858\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"214.051079\" xlink:href=\"#m30adad841b\" y=\"121.038495\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"178.601655\" xlink:href=\"#m30adad841b\" y=\"196.973508\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.356134\" xlink:href=\"#m30adad841b\" y=\"201.738502\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.656039\" xlink:href=\"#m30adad841b\" y=\"22.209966\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.600451\" xlink:href=\"#m30adad841b\" y=\"151.210323\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.043334\" xlink:href=\"#m30adad841b\" y=\"67.893862\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"174.926083\" xlink:href=\"#m30adad841b\" y=\"197.220979\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.715457\" xlink:href=\"#m30adad841b\" y=\"108.229703\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.25098\" xlink:href=\"#m30adad841b\" y=\"54.840244\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.686868\" xlink:href=\"#m30adad841b\" y=\"64.683349\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.596457\" xlink:href=\"#m30adad841b\" y=\"105.508834\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.247254\" xlink:href=\"#m30adad841b\" y=\"157.382604\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.211327\" xlink:href=\"#m30adad841b\" y=\"102.703753\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"247.240196\" xlink:href=\"#m30adad841b\" y=\"263.773861\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.60666\" xlink:href=\"#m30adad841b\" y=\"101.721274\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.427025\" xlink:href=\"#m30adad841b\" y=\"121.129694\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.193834\" xlink:href=\"#m30adad841b\" y=\"119.737495\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"178.30651\" xlink:href=\"#m30adad841b\" y=\"196.557595\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.836768\" xlink:href=\"#m30adad841b\" y=\"156.541247\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.859099\" xlink:href=\"#m30adad841b\" y=\"197.056311\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.724591\" xlink:href=\"#m30adad841b\" y=\"261.100669\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.26335\" xlink:href=\"#m30adad841b\" y=\"265.342451\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"201.149538\" xlink:href=\"#m30adad841b\" y=\"48.931321\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.027584\" xlink:href=\"#m30adad841b\" y=\"104.39405\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"261.242492\" xlink:href=\"#m30adad841b\" y=\"24.044188\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.320387\" xlink:href=\"#m30adad841b\" y=\"119.929545\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.687663\" xlink:href=\"#m30adad841b\" y=\"58.838131\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.866813\" xlink:href=\"#m30adad841b\" y=\"120.835671\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"240.952985\" xlink:href=\"#m30adad841b\" y=\"264.428219\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.580593\" xlink:href=\"#m30adad841b\" y=\"150.306388\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.331236\" xlink:href=\"#m30adad841b\" y=\"109.653271\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.904799\" xlink:href=\"#m30adad841b\" y=\"63.800878\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"151.338425\" xlink:href=\"#m30adad841b\" y=\"65.456119\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.987904\" xlink:href=\"#m30adad841b\" y=\"56.691255\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.767353\" xlink:href=\"#m30adad841b\" y=\"260.034593\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"50.677302\" xlink:href=\"#m30adad841b\" y=\"58.104728\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.256098\" xlink:href=\"#m30adad841b\" y=\"150.369022\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.25699\" xlink:href=\"#m30adad841b\" y=\"121.822678\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.725517\" xlink:href=\"#m30adad841b\" y=\"198.643673\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"151.112472\" xlink:href=\"#m30adad841b\" y=\"66.601728\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"47.986506\" xlink:href=\"#m30adad841b\" y=\"59.641941\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"105.432704\" xlink:href=\"#m30adad841b\" y=\"107.394661\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.301184\" xlink:href=\"#m30adad841b\" y=\"70.068796\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.271927\" xlink:href=\"#m30adad841b\" y=\"59.391816\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.071629\" xlink:href=\"#m30adad841b\" y=\"106.362641\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.596466\" xlink:href=\"#m30adad841b\" y=\"117.98838\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.26844\" xlink:href=\"#m30adad841b\" y=\"149.735289\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.06067\" xlink:href=\"#m30adad841b\" y=\"120.657777\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.329056\" xlink:href=\"#m30adad841b\" y=\"121.112318\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.579791\" xlink:href=\"#m30adad841b\" y=\"107.344784\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.941665\" xlink:href=\"#m30adad841b\" y=\"265.814235\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.894161\" xlink:href=\"#m30adad841b\" y=\"198.269753\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.189465\" xlink:href=\"#m30adad841b\" y=\"24.01034\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.622199\" xlink:href=\"#m30adad841b\" y=\"152.602902\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.873491\" xlink:href=\"#m30adad841b\" y=\"119.604522\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.169239\" xlink:href=\"#m30adad841b\" y=\"150.09734\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.069594\" xlink:href=\"#m30adad841b\" y=\"152.777244\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.549449\" xlink:href=\"#m30adad841b\" y=\"51.291171\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"48.110214\" xlink:href=\"#m30adad841b\" y=\"59.546188\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"105.951904\" xlink:href=\"#m30adad841b\" y=\"106.170414\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.525988\" xlink:href=\"#m30adad841b\" y=\"195.259176\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.882047\" xlink:href=\"#m30adad841b\" y=\"153.307265\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.456285\" xlink:href=\"#m30adad841b\" y=\"64.648637\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.497873\" xlink:href=\"#m30adad841b\" y=\"199.732556\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.954297\" xlink:href=\"#m30adad841b\" y=\"23.557391\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"240.265741\" xlink:href=\"#m30adad841b\" y=\"262.74744\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.686907\" xlink:href=\"#m30adad841b\" y=\"261.709445\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.320764\" xlink:href=\"#m30adad841b\" y=\"68.800096\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.848362\" xlink:href=\"#m30adad841b\" y=\"71.214021\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"200.017038\" xlink:href=\"#m30adad841b\" y=\"53.677927\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.488634\" xlink:href=\"#m30adad841b\" y=\"151.214704\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"98.368502\" xlink:href=\"#m30adad841b\" y=\"107.978507\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.572115\" xlink:href=\"#m30adad841b\" y=\"62.454796\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.395456\" xlink:href=\"#m30adad841b\" y=\"103.564462\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.270266\" xlink:href=\"#m30adad841b\" y=\"49.122548\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.711079\" xlink:href=\"#m30adad841b\" y=\"21.704773\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.287565\" xlink:href=\"#m30adad841b\" y=\"61.351161\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.650411\" xlink:href=\"#m30adad841b\" y=\"103.48812\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.329574\" xlink:href=\"#m30adad841b\" y=\"103.149232\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.529108\" xlink:href=\"#m30adad841b\" y=\"50.921842\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.021927\" xlink:href=\"#m30adad841b\" y=\"148.306433\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.108865\" xlink:href=\"#m30adad841b\" y=\"58.240104\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.213358\" xlink:href=\"#m30adad841b\" y=\"51.880328\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.908489\" xlink:href=\"#m30adad841b\" y=\"152.75503\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.465776\" xlink:href=\"#m30adad841b\" y=\"107.620527\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"260.940159\" xlink:href=\"#m30adad841b\" y=\"20.843617\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.624724\" xlink:href=\"#m30adad841b\" y=\"265.917251\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.456988\" xlink:href=\"#m30adad841b\" y=\"57.740351\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"254.024771\" xlink:href=\"#m30adad841b\" y=\"19.554545\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.643588\" xlink:href=\"#m30adad841b\" y=\"67.333043\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.034224\" xlink:href=\"#m30adad841b\" y=\"196.281259\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.640605\" xlink:href=\"#m30adad841b\" y=\"69.017501\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.910849\" xlink:href=\"#m30adad841b\" y=\"122.027913\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.83855\" xlink:href=\"#m30adad841b\" y=\"24.22405\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.697355\" xlink:href=\"#m30adad841b\" y=\"198.935689\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.926885\" xlink:href=\"#m30adad841b\" y=\"104.354243\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"178.580523\" xlink:href=\"#m30adad841b\" y=\"196.150115\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.700001\" xlink:href=\"#m30adad841b\" y=\"154.250834\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.351982\" xlink:href=\"#m30adad841b\" y=\"121.106843\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"249.298902\" xlink:href=\"#m30adad841b\" y=\"263.370741\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.982471\" xlink:href=\"#m30adad841b\" y=\"49.793829\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"260.374786\" xlink:href=\"#m30adad841b\" y=\"23.999639\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.067598\" xlink:href=\"#m30adad841b\" y=\"106.104877\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.469813\" xlink:href=\"#m30adad841b\" y=\"20.886982\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.279482\" xlink:href=\"#m30adad841b\" y=\"198.450234\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.424972\" xlink:href=\"#m30adad841b\" y=\"103.4866\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"253.127224\" xlink:href=\"#m30adad841b\" y=\"20.271992\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.354964\" xlink:href=\"#m30adad841b\" y=\"198.733012\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.997573\" xlink:href=\"#m30adad841b\" y=\"20.432386\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.9625\" xlink:href=\"#m30adad841b\" y=\"21.77882\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.264739\" xlink:href=\"#m30adad841b\" y=\"148.931443\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"149.145404\" xlink:href=\"#m30adad841b\" y=\"68.228887\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.363226\" xlink:href=\"#m30adad841b\" y=\"261.777941\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.55537\" xlink:href=\"#m30adad841b\" y=\"107.756135\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.964463\" xlink:href=\"#m30adad841b\" y=\"259.725042\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.209957\" xlink:href=\"#m30adad841b\" y=\"195.916866\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.144176\" xlink:href=\"#m30adad841b\" y=\"115.869937\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.689696\" xlink:href=\"#m30adad841b\" y=\"122.478923\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.07553\" xlink:href=\"#m30adad841b\" y=\"22.645063\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.590056\" xlink:href=\"#m30adad841b\" y=\"55.910247\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.26299\" xlink:href=\"#m30adad841b\" y=\"57.420218\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"243.222382\" xlink:href=\"#m30adad841b\" y=\"258.880714\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.195254\" xlink:href=\"#m30adad841b\" y=\"103.373987\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.972711\" xlink:href=\"#m30adad841b\" y=\"106.204358\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.958559\" xlink:href=\"#m30adad841b\" y=\"67.273329\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"50.332396\" xlink:href=\"#m30adad841b\" y=\"61.606789\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.675\" xlink:href=\"#m30adad841b\" y=\"117.674746\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"201.483053\" xlink:href=\"#m30adad841b\" y=\"51.851791\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.476836\" xlink:href=\"#m30adad841b\" y=\"156.266731\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.63462\" xlink:href=\"#m30adad841b\" y=\"117.841443\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.647914\" xlink:href=\"#m30adad841b\" y=\"199.110437\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.845728\" xlink:href=\"#m30adad841b\" y=\"149.628409\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.165831\" xlink:href=\"#m30adad841b\" y=\"22.702537\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.596982\" xlink:href=\"#m30adad841b\" y=\"194.784796\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.213028\" xlink:href=\"#m30adad841b\" y=\"20.31275\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.210584\" xlink:href=\"#m30adad841b\" y=\"116.259041\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.011227\" xlink:href=\"#m30adad841b\" y=\"118.231075\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"102.80196\" xlink:href=\"#m30adad841b\" y=\"109.152125\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.383525\" xlink:href=\"#m30adad841b\" y=\"104.028752\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.233998\" xlink:href=\"#m30adad841b\" y=\"54.041273\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.119203\" xlink:href=\"#m30adad841b\" y=\"149.425221\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.384961\" xlink:href=\"#m30adad841b\" y=\"196.839978\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.853206\" xlink:href=\"#m30adad841b\" y=\"111.305\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"253.182255\" xlink:href=\"#m30adad841b\" y=\"21.210762\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.01097\" xlink:href=\"#m30adad841b\" y=\"260.763045\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.650959\" xlink:href=\"#m30adad841b\" y=\"151.924776\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.091553\" xlink:href=\"#m30adad841b\" y=\"104.444694\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.019688\" xlink:href=\"#m30adad841b\" y=\"59.995194\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.721418\" xlink:href=\"#m30adad841b\" y=\"65.513369\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.056057\" xlink:href=\"#m30adad841b\" y=\"264.430738\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.867995\" xlink:href=\"#m30adad841b\" y=\"196.568726\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.886754\" xlink:href=\"#m30adad841b\" y=\"121.893925\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.676814\" xlink:href=\"#m30adad841b\" y=\"50.5578\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.111824\" xlink:href=\"#m30adad841b\" y=\"115.749514\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.89535\" xlink:href=\"#m30adad841b\" y=\"154.888029\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.414734\" xlink:href=\"#m30adad841b\" y=\"153.304702\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.673385\" xlink:href=\"#m30adad841b\" y=\"202.262884\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.899822\" xlink:href=\"#m30adad841b\" y=\"61.811156\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"103.044997\" xlink:href=\"#m30adad841b\" y=\"109.374616\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.831273\" xlink:href=\"#m30adad841b\" y=\"58.71668\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"50.457379\" xlink:href=\"#m30adad841b\" y=\"59.462847\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.662322\" xlink:href=\"#m30adad841b\" y=\"148.686217\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"209.837455\" xlink:href=\"#m30adad841b\" y=\"119.551867\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.591335\" xlink:href=\"#m30adad841b\" y=\"102.672001\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.475483\" xlink:href=\"#m30adad841b\" y=\"103.02131\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"254.591674\" xlink:href=\"#m30adad841b\" y=\"21.156279\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.756847\" xlink:href=\"#m30adad841b\" y=\"50.534878\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.925959\" xlink:href=\"#m30adad841b\" y=\"116.564797\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"244.905814\" xlink:href=\"#m30adad841b\" y=\"260.303954\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.125891\" xlink:href=\"#m30adad841b\" y=\"48.122608\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.019693\" xlink:href=\"#m30adad841b\" y=\"60.216629\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.467632\" xlink:href=\"#m30adad841b\" y=\"102.57556\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"204.912242\" xlink:href=\"#m30adad841b\" y=\"122.301745\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"241.727589\" xlink:href=\"#m30adad841b\" y=\"259.53136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"200.124392\" xlink:href=\"#m30adad841b\" y=\"53.452884\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.161263\" xlink:href=\"#m30adad841b\" y=\"53.390603\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.938904\" xlink:href=\"#m30adad841b\" y=\"63.149648\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.37139\" xlink:href=\"#m30adad841b\" y=\"258.666421\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"103.30187\" xlink:href=\"#m30adad841b\" y=\"107.520655\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.886547\" xlink:href=\"#m30adad841b\" y=\"23.795207\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.039626\" xlink:href=\"#m30adad841b\" y=\"53.125625\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.633913\" xlink:href=\"#m30adad841b\" y=\"54.080472\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.081191\" xlink:href=\"#m30adad841b\" y=\"70.036332\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.609308\" xlink:href=\"#m30adad841b\" y=\"23.960192\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.917605\" xlink:href=\"#m30adad841b\" y=\"107.959775\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.996675\" xlink:href=\"#m30adad841b\" y=\"102.526387\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.395055\" xlink:href=\"#m30adad841b\" y=\"100.9158\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.293956\" xlink:href=\"#m30adad841b\" y=\"57.841143\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.434107\" xlink:href=\"#m30adad841b\" y=\"21.544059\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.31854\" xlink:href=\"#m30adad841b\" y=\"108.075252\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.198941\" xlink:href=\"#m30adad841b\" y=\"70.284745\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"97.71881\" xlink:href=\"#m30adad841b\" y=\"106.066774\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.596251\" xlink:href=\"#m30adad841b\" y=\"48.960738\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.368384\" xlink:href=\"#m30adad841b\" y=\"104.559235\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.3774\" xlink:href=\"#m30adad841b\" y=\"56.189229\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.098516\" xlink:href=\"#m30adad841b\" y=\"106.506774\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"151.900372\" xlink:href=\"#m30adad841b\" y=\"64.463209\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.009513\" xlink:href=\"#m30adad841b\" y=\"65.52427\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.706682\" xlink:href=\"#m30adad841b\" y=\"106.987229\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.270595\" xlink:href=\"#m30adad841b\" y=\"55.969545\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.942272\" xlink:href=\"#m30adad841b\" y=\"106.02636\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"256.085324\" xlink:href=\"#m30adad841b\" y=\"22.431833\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.449409\" xlink:href=\"#m30adad841b\" y=\"150.065855\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.402625\" xlink:href=\"#m30adad841b\" y=\"110.022095\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.224169\" xlink:href=\"#m30adad841b\" y=\"155.53683\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.703811\" xlink:href=\"#m30adad841b\" y=\"61.493279\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.81587\" xlink:href=\"#m30adad841b\" y=\"119.001585\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.868504\" xlink:href=\"#m30adad841b\" y=\"70.4085\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"244.903731\" xlink:href=\"#m30adad841b\" y=\"264.976705\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.36058\" xlink:href=\"#m30adad841b\" y=\"109.678033\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.418482\" xlink:href=\"#m30adad841b\" y=\"109.136121\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.978782\" xlink:href=\"#m30adad841b\" y=\"63.075625\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.457618\" xlink:href=\"#m30adad841b\" y=\"118.742046\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.797539\" xlink:href=\"#m30adad841b\" y=\"64.917182\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"246.419256\" xlink:href=\"#m30adad841b\" y=\"260.536859\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.65141\" xlink:href=\"#m30adad841b\" y=\"65.453007\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.160634\" xlink:href=\"#m30adad841b\" y=\"103.047288\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.000363\" xlink:href=\"#m30adad841b\" y=\"107.532452\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.12215\" xlink:href=\"#m30adad841b\" y=\"196.046202\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"243.330818\" xlink:href=\"#m30adad841b\" y=\"261.285762\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.133829\" xlink:href=\"#m30adad841b\" y=\"66.620347\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.405602\" xlink:href=\"#m30adad841b\" y=\"47.324413\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.492513\" xlink:href=\"#m30adad841b\" y=\"193.857775\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.631885\" xlink:href=\"#m30adad841b\" y=\"149.746035\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.107649\" xlink:href=\"#m30adad841b\" y=\"151.275355\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.751857\" xlink:href=\"#m30adad841b\" y=\"152.422506\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.324343\" xlink:href=\"#m30adad841b\" y=\"49.242855\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.300124\" xlink:href=\"#m30adad841b\" y=\"66.157321\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.99781\" xlink:href=\"#m30adad841b\" y=\"121.699291\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.284078\" xlink:href=\"#m30adad841b\" y=\"263.26259\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.725374\" xlink:href=\"#m30adad841b\" y=\"260.708274\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.543809\" xlink:href=\"#m30adad841b\" y=\"50.056031\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"247.3212\" xlink:href=\"#m30adad841b\" y=\"262.801891\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"210.509339\" xlink:href=\"#m30adad841b\" y=\"117.733784\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.4865\" xlink:href=\"#m30adad841b\" y=\"104.006717\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.204974\" xlink:href=\"#m30adad841b\" y=\"156.080551\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"102.676801\" xlink:href=\"#m30adad841b\" y=\"103.64126\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.489001\" xlink:href=\"#m30adad841b\" y=\"197.858609\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"247.359877\" xlink:href=\"#m30adad841b\" y=\"259.147203\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"102.334722\" xlink:href=\"#m30adad841b\" y=\"103.69284\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"255.966408\" xlink:href=\"#m30adad841b\" y=\"24.394665\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.937346\" xlink:href=\"#m30adad841b\" y=\"198.521155\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.08003\" xlink:href=\"#m30adad841b\" y=\"63.936126\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.277062\" xlink:href=\"#m30adad841b\" y=\"57.959011\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.012329\" xlink:href=\"#m30adad841b\" y=\"152.112364\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"105.593832\" xlink:href=\"#m30adad841b\" y=\"104.87712\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"299.434107\" xlink:href=\"#m30adad841b\" y=\"106.017474\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.656197\" xlink:href=\"#m30adad841b\" y=\"153.20881\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.415463\" xlink:href=\"#m30adad841b\" y=\"119.320645\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.052203\" xlink:href=\"#m30adad841b\" y=\"59.110835\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.116259\" xlink:href=\"#m30adad841b\" y=\"56.442681\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.622869\" xlink:href=\"#m30adad841b\" y=\"105.090645\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"249.26463\" xlink:href=\"#m30adad841b\" y=\"260.095875\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.258199\" xlink:href=\"#m30adad841b\" y=\"120.3065\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.28585\" xlink:href=\"#m30adad841b\" y=\"106.299655\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.975393\" xlink:href=\"#m30adad841b\" y=\"47.886152\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"102.890094\" xlink:href=\"#m30adad841b\" y=\"106.771256\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.188282\" xlink:href=\"#m30adad841b\" y=\"148.71723\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"99.053077\" xlink:href=\"#m30adad841b\" y=\"107.957248\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.072296\" xlink:href=\"#m30adad841b\" y=\"70.822858\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.057486\" xlink:href=\"#m30adad841b\" y=\"156.353615\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.123128\" xlink:href=\"#m30adad841b\" y=\"149.626367\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"205.091043\" xlink:href=\"#m30adad841b\" y=\"48.715436\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.871631\" xlink:href=\"#m30adad841b\" y=\"153.262616\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"213.360991\" xlink:href=\"#m30adad841b\" y=\"121.23177\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.489371\" xlink:href=\"#m30adad841b\" y=\"51.168984\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"201.74819\" xlink:href=\"#m30adad841b\" y=\"52.144409\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.220978\" xlink:href=\"#m30adad841b\" y=\"67.788871\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.757\" xlink:href=\"#m30adad841b\" y=\"266.256123\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.512235\" xlink:href=\"#m30adad841b\" y=\"50.41533\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"151.591688\" xlink:href=\"#m30adad841b\" y=\"67.531636\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.85827\" xlink:href=\"#m30adad841b\" y=\"103.001355\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.485648\" xlink:href=\"#m30adad841b\" y=\"121.924186\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.089608\" xlink:href=\"#m30adad841b\" y=\"68.375324\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"300.661059\" xlink:href=\"#m30adad841b\" y=\"105.943276\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.682256\" xlink:href=\"#m30adad841b\" y=\"59.549059\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.535434\" xlink:href=\"#m30adad841b\" y=\"102.301417\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"245.739257\" xlink:href=\"#m30adad841b\" y=\"258.841763\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.401483\" xlink:href=\"#m30adad841b\" y=\"106.951309\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.388632\" xlink:href=\"#m30adad841b\" y=\"58.670115\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.180742\" xlink:href=\"#m30adad841b\" y=\"155.944874\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.555482\" xlink:href=\"#m30adad841b\" y=\"199.401805\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.922192\" xlink:href=\"#m30adad841b\" y=\"21.647843\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.840158\" xlink:href=\"#m30adad841b\" y=\"63.270675\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.439931\" xlink:href=\"#m30adad841b\" y=\"61.584394\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.881654\" xlink:href=\"#m30adad841b\" y=\"123.664534\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.498409\" xlink:href=\"#m30adad841b\" y=\"107.123741\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.425916\" xlink:href=\"#m30adad841b\" y=\"53.797163\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.236155\" xlink:href=\"#m30adad841b\" y=\"198.767143\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"208.859599\" xlink:href=\"#m30adad841b\" y=\"122.179741\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.133185\" xlink:href=\"#m30adad841b\" y=\"21.3371\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.999273\" xlink:href=\"#m30adad841b\" y=\"53.63117\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.4197\" xlink:href=\"#m30adad841b\" y=\"57.323785\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.361257\" xlink:href=\"#m30adad841b\" y=\"60.320637\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.289346\" xlink:href=\"#m30adad841b\" y=\"23.848458\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.336603\" xlink:href=\"#m30adad841b\" y=\"152.117548\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"212.533883\" xlink:href=\"#m30adad841b\" y=\"120.562508\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"101.595155\" xlink:href=\"#m30adad841b\" y=\"109.925886\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"104.568836\" xlink:href=\"#m30adad841b\" y=\"103.644323\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"202.823967\" xlink:href=\"#m30adad841b\" y=\"52.840157\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"255.858667\" xlink:href=\"#m30adad841b\" y=\"24.054922\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"207.563794\" xlink:href=\"#m30adad841b\" y=\"54.383784\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.185754\" xlink:href=\"#m30adad841b\" y=\"63.965775\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.309252\" xlink:href=\"#m30adad841b\" y=\"118.247283\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"206.243129\" xlink:href=\"#m30adad841b\" y=\"118.724142\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.790032\" xlink:href=\"#m30adad841b\" y=\"60.818087\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"100.521128\" xlink:href=\"#m30adad841b\" y=\"104.739136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"211.524739\" xlink:href=\"#m30adad841b\" y=\"120.16533\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mf0a2163487\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.975951\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- −10 -->\r\n      <g transform=\"translate(40.423607 293.598437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.073084\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- −5 -->\r\n      <g transform=\"translate(89.70199 293.598437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"143.170217\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(139.988967 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"189.26735\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(186.0861 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"235.364483\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(229.001983 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"281.461616\" xlink:href=\"#mf0a2163487\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 15 -->\r\n      <g transform=\"translate(275.099116 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m04bfb989b6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"266.091913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- −10 -->\r\n      <g transform=\"translate(7.2 269.891132)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"224.158786\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- −5 -->\r\n      <g transform=\"translate(13.5625 227.958005)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"182.225659\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(21.942187 186.024878)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"140.292532\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(21.942187 144.09175)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"98.359404\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(15.579687 102.158623)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"56.426277\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 15 -->\r\n      <g transform=\"translate(15.579687 60.225496)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m04bfb989b6\" y=\"14.49315\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(15.579687 18.292369)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 35.304688 279 \r\nL 35.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 314.304688 279 \r\nL 314.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 35.304688 279 \r\nL 314.304688 279 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 35.304688 7.2 \r\nL 314.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p49da28f6cc\">\r\n   <rect height=\"271.8\" width=\"279\" x=\"35.304688\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "plt.scatter(red_emb[:,0],red_emb[:,1],s=10,c='darkorange')\n",
    "plt.savefig('dirichlet.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "red_emb_t = TSNE(n_components=2).fit_transform(spls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"302.878125pt\" version=\"1.1\" viewBox=\"0 0 321.504687 302.878125\" width=\"321.504687pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-11-10T13:17:29.558796</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 302.878125 \r\nL 321.504687 302.878125 \r\nL 321.504687 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 35.304688 279 \r\nL 314.304688 279 \r\nL 314.304688 7.2 \r\nL 35.304688 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 1.581139 \r\nC 0.419323 1.581139 0.821528 1.41454 1.118034 1.118034 \r\nC 1.41454 0.821528 1.581139 0.419323 1.581139 0 \r\nC 1.581139 -0.419323 1.41454 -0.821528 1.118034 -1.118034 \r\nC 0.821528 -1.41454 0.419323 -1.581139 0 -1.581139 \r\nC -0.419323 -1.581139 -0.821528 -1.41454 -1.118034 -1.118034 \r\nC -1.41454 -0.821528 -1.581139 -0.419323 -1.581139 0 \r\nC -1.581139 0.419323 -1.41454 0.821528 -1.118034 1.118034 \r\nC -0.821528 1.41454 -0.419323 1.581139 0 1.581139 \r\nz\r\n\" id=\"m732998e9be\" style=\"stroke:#ff8c00;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pe70c7eaec8)\">\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.863311\" xlink:href=\"#m732998e9be\" y=\"261.142058\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"185.068751\" xlink:href=\"#m732998e9be\" y=\"179.856167\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"264.628018\" xlink:href=\"#m732998e9be\" y=\"171.248255\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.7756\" xlink:href=\"#m732998e9be\" y=\"98.21787\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.553417\" xlink:href=\"#m732998e9be\" y=\"179.729023\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"222.808156\" xlink:href=\"#m732998e9be\" y=\"65.331752\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"188.84555\" xlink:href=\"#m732998e9be\" y=\"175.18463\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.660003\" xlink:href=\"#m732998e9be\" y=\"250.817863\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.582214\" xlink:href=\"#m732998e9be\" y=\"119.163557\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"293.78703\" xlink:href=\"#m732998e9be\" y=\"101.50736\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.555659\" xlink:href=\"#m732998e9be\" y=\"34.878634\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"223.776585\" xlink:href=\"#m732998e9be\" y=\"65.218114\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"217.991078\" xlink:href=\"#m732998e9be\" y=\"70.449876\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"124.067054\" xlink:href=\"#m732998e9be\" y=\"164.452217\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.630135\" xlink:href=\"#m732998e9be\" y=\"166.700759\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"263.081363\" xlink:href=\"#m732998e9be\" y=\"168.005208\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"159.032295\" xlink:href=\"#m732998e9be\" y=\"117.666266\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.070018\" xlink:href=\"#m732998e9be\" y=\"92.40119\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"192.754399\" xlink:href=\"#m732998e9be\" y=\"181.676967\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"67.02171\" xlink:href=\"#m732998e9be\" y=\"177.671579\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.0155\" xlink:href=\"#m732998e9be\" y=\"34.776431\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.775816\" xlink:href=\"#m732998e9be\" y=\"166.293434\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.404981\" xlink:href=\"#m732998e9be\" y=\"264.402841\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"274.045469\" xlink:href=\"#m732998e9be\" y=\"172.080108\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"272.58933\" xlink:href=\"#m732998e9be\" y=\"166.513999\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.1059\" xlink:href=\"#m732998e9be\" y=\"85.725025\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"127.417587\" xlink:href=\"#m732998e9be\" y=\"156.763662\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.887119\" xlink:href=\"#m732998e9be\" y=\"110.215253\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"167.848203\" xlink:href=\"#m732998e9be\" y=\"111.395866\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"270.786359\" xlink:href=\"#m732998e9be\" y=\"165.070156\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.610059\" xlink:href=\"#m732998e9be\" y=\"153.956448\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"123.032372\" xlink:href=\"#m732998e9be\" y=\"166.860842\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"270.040207\" xlink:href=\"#m732998e9be\" y=\"161.726395\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"194.352634\" xlink:href=\"#m732998e9be\" y=\"183.880508\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"48.979946\" xlink:href=\"#m732998e9be\" y=\"170.552078\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.640316\" xlink:href=\"#m732998e9be\" y=\"118.977314\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"166.566658\" xlink:href=\"#m732998e9be\" y=\"113.110787\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"192.175484\" xlink:href=\"#m732998e9be\" y=\"176.767088\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.921448\" xlink:href=\"#m732998e9be\" y=\"164.297495\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"275.018059\" xlink:href=\"#m732998e9be\" y=\"164.27878\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"74.17179\" xlink:href=\"#m732998e9be\" y=\"100.95791\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"67.377197\" xlink:href=\"#m732998e9be\" y=\"100.917239\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.296759\" xlink:href=\"#m732998e9be\" y=\"34.808853\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"286.457442\" xlink:href=\"#m732998e9be\" y=\"102.417589\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.22587\" xlink:href=\"#m732998e9be\" y=\"159.917261\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.471425\" xlink:href=\"#m732998e9be\" y=\"28.111165\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.281827\" xlink:href=\"#m732998e9be\" y=\"96.441327\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.059298\" xlink:href=\"#m732998e9be\" y=\"24.534282\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"224.280008\" xlink:href=\"#m732998e9be\" y=\"74.248887\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.659446\" xlink:href=\"#m732998e9be\" y=\"27.692517\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"164.733668\" xlink:href=\"#m732998e9be\" y=\"110.05501\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"222.397331\" xlink:href=\"#m732998e9be\" y=\"74.539842\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.709464\" xlink:href=\"#m732998e9be\" y=\"176.648363\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.709624\" xlink:href=\"#m732998e9be\" y=\"104.735266\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"167.922323\" xlink:href=\"#m732998e9be\" y=\"117.067251\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"290.994606\" xlink:href=\"#m732998e9be\" y=\"107.504271\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.216476\" xlink:href=\"#m732998e9be\" y=\"93.164924\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"80.464106\" xlink:href=\"#m732998e9be\" y=\"98.06744\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"83.837357\" xlink:href=\"#m732998e9be\" y=\"94.89488\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.838669\" xlink:href=\"#m732998e9be\" y=\"166.522867\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"183.648957\" xlink:href=\"#m732998e9be\" y=\"182.13888\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.294109\" xlink:href=\"#m732998e9be\" y=\"165.085935\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"63.429379\" xlink:href=\"#m732998e9be\" y=\"169.307284\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.959354\" xlink:href=\"#m732998e9be\" y=\"107.145897\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"184.939786\" xlink:href=\"#m732998e9be\" y=\"183.266318\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"189.125141\" xlink:href=\"#m732998e9be\" y=\"177.708372\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.986576\" xlink:href=\"#m732998e9be\" y=\"257.486878\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.897762\" xlink:href=\"#m732998e9be\" y=\"30.297015\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.822919\" xlink:href=\"#m732998e9be\" y=\"172.501903\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.604182\" xlink:href=\"#m732998e9be\" y=\"160.85709\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"71.943683\" xlink:href=\"#m732998e9be\" y=\"92.842606\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"226.9753\" xlink:href=\"#m732998e9be\" y=\"68.749924\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.702927\" xlink:href=\"#m732998e9be\" y=\"169.245606\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.591893\" xlink:href=\"#m732998e9be\" y=\"253.581653\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.935423\" xlink:href=\"#m732998e9be\" y=\"181.640416\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"269.916976\" xlink:href=\"#m732998e9be\" y=\"172.571152\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"193.141291\" xlink:href=\"#m732998e9be\" y=\"180.200437\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.360213\" xlink:href=\"#m732998e9be\" y=\"186.951588\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.915197\" xlink:href=\"#m732998e9be\" y=\"263.921661\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"197.038273\" xlink:href=\"#m732998e9be\" y=\"177.132411\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.422669\" xlink:href=\"#m732998e9be\" y=\"173.31205\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.58838\" xlink:href=\"#m732998e9be\" y=\"88.121863\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"197.581737\" xlink:href=\"#m732998e9be\" y=\"181.366609\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"195.535268\" xlink:href=\"#m732998e9be\" y=\"175.050891\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.627689\" xlink:href=\"#m732998e9be\" y=\"114.236327\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"84.187806\" xlink:href=\"#m732998e9be\" y=\"86.154074\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.644647\" xlink:href=\"#m732998e9be\" y=\"106.056015\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"186.368745\" xlink:href=\"#m732998e9be\" y=\"179.541534\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"155.965561\" xlink:href=\"#m732998e9be\" y=\"259.769252\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"288.840185\" xlink:href=\"#m732998e9be\" y=\"113.714449\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"80.633577\" xlink:href=\"#m732998e9be\" y=\"100.494002\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"81.65421\" xlink:href=\"#m732998e9be\" y=\"94.415456\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"71.018437\" xlink:href=\"#m732998e9be\" y=\"90.452478\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"61.029146\" xlink:href=\"#m732998e9be\" y=\"175.940797\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.342794\" xlink:href=\"#m732998e9be\" y=\"108.425452\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.136311\" xlink:href=\"#m732998e9be\" y=\"93.482587\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"169.389398\" xlink:href=\"#m732998e9be\" y=\"110.847056\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.700243\" xlink:href=\"#m732998e9be\" y=\"253.297753\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"264.378067\" xlink:href=\"#m732998e9be\" y=\"160.707087\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"275.214523\" xlink:href=\"#m732998e9be\" y=\"162.115143\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.583339\" xlink:href=\"#m732998e9be\" y=\"96.474793\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"60.435214\" xlink:href=\"#m732998e9be\" y=\"183.800551\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"152.186624\" xlink:href=\"#m732998e9be\" y=\"258.460003\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.694027\" xlink:href=\"#m732998e9be\" y=\"183.632475\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"222.782652\" xlink:href=\"#m732998e9be\" y=\"73.379397\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"287.122962\" xlink:href=\"#m732998e9be\" y=\"99.673431\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.766243\" xlink:href=\"#m732998e9be\" y=\"36.058745\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.563652\" xlink:href=\"#m732998e9be\" y=\"169.296452\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.541409\" xlink:href=\"#m732998e9be\" y=\"84.156931\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"70.152289\" xlink:href=\"#m732998e9be\" y=\"85.067409\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.23427\" xlink:href=\"#m732998e9be\" y=\"260.144972\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"79.972737\" xlink:href=\"#m732998e9be\" y=\"92.987641\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"193.83814\" xlink:href=\"#m732998e9be\" y=\"181.217043\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"66.673606\" xlink:href=\"#m732998e9be\" y=\"174.999841\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.153812\" xlink:href=\"#m732998e9be\" y=\"160.621847\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"121.974769\" xlink:href=\"#m732998e9be\" y=\"156.783541\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.322224\" xlink:href=\"#m732998e9be\" y=\"260.31843\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"224.854479\" xlink:href=\"#m732998e9be\" y=\"70.136716\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.569144\" xlink:href=\"#m732998e9be\" y=\"250.332373\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.719149\" xlink:href=\"#m732998e9be\" y=\"260.341783\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.009079\" xlink:href=\"#m732998e9be\" y=\"182.171975\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"276.423484\" xlink:href=\"#m732998e9be\" y=\"160.076759\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"127.899365\" xlink:href=\"#m732998e9be\" y=\"163.022932\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"286.104713\" xlink:href=\"#m732998e9be\" y=\"106.472004\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"217.7907\" xlink:href=\"#m732998e9be\" y=\"63.995898\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"220.30244\" xlink:href=\"#m732998e9be\" y=\"69.733895\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.076884\" xlink:href=\"#m732998e9be\" y=\"249.525215\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.07611\" xlink:href=\"#m732998e9be\" y=\"170.295367\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"127.197439\" xlink:href=\"#m732998e9be\" y=\"166.926733\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"181.799022\" xlink:href=\"#m732998e9be\" y=\"179.006827\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.785665\" xlink:href=\"#m732998e9be\" y=\"175.428256\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.189178\" xlink:href=\"#m732998e9be\" y=\"93.385378\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"179.176892\" xlink:href=\"#m732998e9be\" y=\"113.591492\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.919512\" xlink:href=\"#m732998e9be\" y=\"155.847535\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.187456\" xlink:href=\"#m732998e9be\" y=\"116.35366\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.60696\" xlink:href=\"#m732998e9be\" y=\"23.155051\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.870905\" xlink:href=\"#m732998e9be\" y=\"179.235948\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"231.299789\" xlink:href=\"#m732998e9be\" y=\"65.666701\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"67.647816\" xlink:href=\"#m732998e9be\" y=\"180.559188\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"220.747413\" xlink:href=\"#m732998e9be\" y=\"74.986318\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.323545\" xlink:href=\"#m732998e9be\" y=\"26.960847\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.513798\" xlink:href=\"#m732998e9be\" y=\"257.922128\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"63.866561\" xlink:href=\"#m732998e9be\" y=\"93.001396\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.133257\" xlink:href=\"#m732998e9be\" y=\"115.864063\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.673176\" xlink:href=\"#m732998e9be\" y=\"184.274389\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.380506\" xlink:href=\"#m732998e9be\" y=\"19.554545\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"266.076823\" xlink:href=\"#m732998e9be\" y=\"161.591309\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"79.8515\" xlink:href=\"#m732998e9be\" y=\"88.368378\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"225.763077\" xlink:href=\"#m732998e9be\" y=\"73.02434\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"193.149081\" xlink:href=\"#m732998e9be\" y=\"189.361617\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.944778\" xlink:href=\"#m732998e9be\" y=\"32.685016\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"170.335349\" xlink:href=\"#m732998e9be\" y=\"119.488703\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.112664\" xlink:href=\"#m732998e9be\" y=\"181.42983\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.723954\" xlink:href=\"#m732998e9be\" y=\"264.267345\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"75.807739\" xlink:href=\"#m732998e9be\" y=\"90.242182\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"129.345872\" xlink:href=\"#m732998e9be\" y=\"163.224089\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"149.051723\" xlink:href=\"#m732998e9be\" y=\"248.68731\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.402173\" xlink:href=\"#m732998e9be\" y=\"104.799863\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.703963\" xlink:href=\"#m732998e9be\" y=\"26.045275\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"269.434809\" xlink:href=\"#m732998e9be\" y=\"167.147111\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.861103\" xlink:href=\"#m732998e9be\" y=\"264.375698\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.845205\" xlink:href=\"#m732998e9be\" y=\"91.084048\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.917779\" xlink:href=\"#m732998e9be\" y=\"263.418372\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"264.055542\" xlink:href=\"#m732998e9be\" y=\"166.827231\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"174.252424\" xlink:href=\"#m732998e9be\" y=\"110.70223\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"228.151498\" xlink:href=\"#m732998e9be\" y=\"65.482694\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"77.48643\" xlink:href=\"#m732998e9be\" y=\"89.858677\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"288.941596\" xlink:href=\"#m732998e9be\" y=\"102.813476\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"275.089456\" xlink:href=\"#m732998e9be\" y=\"160.646326\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"257.9477\" xlink:href=\"#m732998e9be\" y=\"163.235106\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.428544\" xlink:href=\"#m732998e9be\" y=\"29.945472\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"163.480526\" xlink:href=\"#m732998e9be\" y=\"117.210811\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"274.612828\" xlink:href=\"#m732998e9be\" y=\"168.584538\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"57.288234\" xlink:href=\"#m732998e9be\" y=\"185.045286\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"169.023301\" xlink:href=\"#m732998e9be\" y=\"110.314967\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.04717\" xlink:href=\"#m732998e9be\" y=\"153.889182\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"290.013387\" xlink:href=\"#m732998e9be\" y=\"99.684322\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"300.038405\" xlink:href=\"#m732998e9be\" y=\"105.58115\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.644542\" xlink:href=\"#m732998e9be\" y=\"158.07939\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"219.902374\" xlink:href=\"#m732998e9be\" y=\"63.139835\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.198993\" xlink:href=\"#m732998e9be\" y=\"21.937836\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"186.781262\" xlink:href=\"#m732998e9be\" y=\"173.193653\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"138.349245\" xlink:href=\"#m732998e9be\" y=\"33.963207\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"262.640637\" xlink:href=\"#m732998e9be\" y=\"173.539563\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"50.330121\" xlink:href=\"#m732998e9be\" y=\"175.2587\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"77.547648\" xlink:href=\"#m732998e9be\" y=\"88.12536\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.225667\" xlink:href=\"#m732998e9be\" y=\"110.133056\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.861055\" xlink:href=\"#m732998e9be\" y=\"123.657462\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.547459\" xlink:href=\"#m732998e9be\" y=\"165.799159\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"167.337885\" xlink:href=\"#m732998e9be\" y=\"114.827393\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.224295\" xlink:href=\"#m732998e9be\" y=\"112.599328\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.208628\" xlink:href=\"#m732998e9be\" y=\"163.459482\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"200.659938\" xlink:href=\"#m732998e9be\" y=\"177.95902\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.786533\" xlink:href=\"#m732998e9be\" y=\"178.59318\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.607796\" xlink:href=\"#m732998e9be\" y=\"173.000619\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"227.214103\" xlink:href=\"#m732998e9be\" y=\"68.796014\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.443199\" xlink:href=\"#m732998e9be\" y=\"29.459684\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.030332\" xlink:href=\"#m732998e9be\" y=\"157.691467\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"64.56656\" xlink:href=\"#m732998e9be\" y=\"180.455443\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.350769\" xlink:href=\"#m732998e9be\" y=\"251.377901\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"179.246789\" xlink:href=\"#m732998e9be\" y=\"114.819787\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"284.029318\" xlink:href=\"#m732998e9be\" y=\"99.393827\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"152.394456\" xlink:href=\"#m732998e9be\" y=\"254.38161\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.837209\" xlink:href=\"#m732998e9be\" y=\"23.084688\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.278223\" xlink:href=\"#m732998e9be\" y=\"257.128992\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"80.322733\" xlink:href=\"#m732998e9be\" y=\"92.490471\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.764333\" xlink:href=\"#m732998e9be\" y=\"257.201955\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"189.791772\" xlink:href=\"#m732998e9be\" y=\"183.088392\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"186.617693\" xlink:href=\"#m732998e9be\" y=\"175.671465\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"60.072147\" xlink:href=\"#m732998e9be\" y=\"180.455858\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"148.510245\" xlink:href=\"#m732998e9be\" y=\"25.62478\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.148211\" xlink:href=\"#m732998e9be\" y=\"177.35199\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"67.83171\" xlink:href=\"#m732998e9be\" y=\"97.831443\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"79.153496\" xlink:href=\"#m732998e9be\" y=\"90.902334\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"160.511967\" xlink:href=\"#m732998e9be\" y=\"116.226017\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.899415\" xlink:href=\"#m732998e9be\" y=\"262.823956\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"232.425782\" xlink:href=\"#m732998e9be\" y=\"69.429043\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"192.481562\" xlink:href=\"#m732998e9be\" y=\"179.473554\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"284.84492\" xlink:href=\"#m732998e9be\" y=\"113.349588\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"198.952437\" xlink:href=\"#m732998e9be\" y=\"179.89712\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"77.668559\" xlink:href=\"#m732998e9be\" y=\"99.041377\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.391458\" xlink:href=\"#m732998e9be\" y=\"30.456583\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"267.720407\" xlink:href=\"#m732998e9be\" y=\"171.538442\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"284.388316\" xlink:href=\"#m732998e9be\" y=\"101.998429\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.519304\" xlink:href=\"#m732998e9be\" y=\"154.537678\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"293.305554\" xlink:href=\"#m732998e9be\" y=\"107.450152\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"70.949193\" xlink:href=\"#m732998e9be\" y=\"88.757458\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"288.254796\" xlink:href=\"#m732998e9be\" y=\"110.317404\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"149.126085\" xlink:href=\"#m732998e9be\" y=\"30.584532\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.775919\" xlink:href=\"#m732998e9be\" y=\"180.583112\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"60.089756\" xlink:href=\"#m732998e9be\" y=\"176.264557\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.537768\" xlink:href=\"#m732998e9be\" y=\"156.922188\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"287.514231\" xlink:href=\"#m732998e9be\" y=\"115.107476\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"258.952759\" xlink:href=\"#m732998e9be\" y=\"162.405391\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.010541\" xlink:href=\"#m732998e9be\" y=\"163.683269\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.143409\" xlink:href=\"#m732998e9be\" y=\"111.134998\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.250257\" xlink:href=\"#m732998e9be\" y=\"255.62971\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"194.569535\" xlink:href=\"#m732998e9be\" y=\"174.257903\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.819495\" xlink:href=\"#m732998e9be\" y=\"34.515497\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"189.8403\" xlink:href=\"#m732998e9be\" y=\"174.085375\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"190.239269\" xlink:href=\"#m732998e9be\" y=\"182.065235\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"259.140037\" xlink:href=\"#m732998e9be\" y=\"166.798646\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"78.877242\" xlink:href=\"#m732998e9be\" y=\"93.109607\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"62.35189\" xlink:href=\"#m732998e9be\" y=\"178.198538\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"225.983874\" xlink:href=\"#m732998e9be\" y=\"68.098682\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.135964\" xlink:href=\"#m732998e9be\" y=\"24.980136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"193.065899\" xlink:href=\"#m732998e9be\" y=\"183.300331\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.620328\" xlink:href=\"#m732998e9be\" y=\"32.548068\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.572289\" xlink:href=\"#m732998e9be\" y=\"26.786456\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.119465\" xlink:href=\"#m732998e9be\" y=\"114.658185\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"289.804137\" xlink:href=\"#m732998e9be\" y=\"114.362658\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.009947\" xlink:href=\"#m732998e9be\" y=\"162.943489\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.224222\" xlink:href=\"#m732998e9be\" y=\"179.414508\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.812454\" xlink:href=\"#m732998e9be\" y=\"27.943621\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"286.842862\" xlink:href=\"#m732998e9be\" y=\"98.383702\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"64.710842\" xlink:href=\"#m732998e9be\" y=\"174.275742\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"228.75537\" xlink:href=\"#m732998e9be\" y=\"66.63654\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.097374\" xlink:href=\"#m732998e9be\" y=\"98.171666\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"73.957899\" xlink:href=\"#m732998e9be\" y=\"101.273902\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"126.012559\" xlink:href=\"#m732998e9be\" y=\"161.293525\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"123.840787\" xlink:href=\"#m732998e9be\" y=\"159.197233\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.930521\" xlink:href=\"#m732998e9be\" y=\"124.643736\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.320666\" xlink:href=\"#m732998e9be\" y=\"31.176888\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.23976\" xlink:href=\"#m732998e9be\" y=\"170.191815\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"280.866024\" xlink:href=\"#m732998e9be\" y=\"110.205058\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.629206\" xlink:href=\"#m732998e9be\" y=\"257.283192\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.696187\" xlink:href=\"#m732998e9be\" y=\"111.843777\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"231.738481\" xlink:href=\"#m732998e9be\" y=\"70.683722\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.10311\" xlink:href=\"#m732998e9be\" y=\"96.786652\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.230254\" xlink:href=\"#m732998e9be\" y=\"265.003566\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"273.197939\" xlink:href=\"#m732998e9be\" y=\"160.548168\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"166.669184\" xlink:href=\"#m732998e9be\" y=\"120.611021\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.180615\" xlink:href=\"#m732998e9be\" y=\"36.064936\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"296.808855\" xlink:href=\"#m732998e9be\" y=\"103.333128\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.044945\" xlink:href=\"#m732998e9be\" y=\"118.059793\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"152.466645\" xlink:href=\"#m732998e9be\" y=\"29.438157\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"261.263746\" xlink:href=\"#m732998e9be\" y=\"163.605536\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"231.225944\" xlink:href=\"#m732998e9be\" y=\"74.896165\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"81.345058\" xlink:href=\"#m732998e9be\" y=\"97.25147\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.959741\" xlink:href=\"#m732998e9be\" y=\"102.041061\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"217.781756\" xlink:href=\"#m732998e9be\" y=\"65.57403\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"130.482013\" xlink:href=\"#m732998e9be\" y=\"161.90806\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"49.105649\" xlink:href=\"#m732998e9be\" y=\"177.314533\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"120.807272\" xlink:href=\"#m732998e9be\" y=\"161.559334\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"191.302027\" xlink:href=\"#m732998e9be\" y=\"185.482729\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"227.259309\" xlink:href=\"#m732998e9be\" y=\"75.212009\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.665469\" xlink:href=\"#m732998e9be\" y=\"170.318471\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"277.834885\" xlink:href=\"#m732998e9be\" y=\"163.92627\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"61.149572\" xlink:href=\"#m732998e9be\" y=\"181.507158\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.811804\" xlink:href=\"#m732998e9be\" y=\"27.92547\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"190.961623\" xlink:href=\"#m732998e9be\" y=\"181.768728\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"77.958036\" xlink:href=\"#m732998e9be\" y=\"83.56912\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.278263\" xlink:href=\"#m732998e9be\" y=\"125.167971\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"231.078941\" xlink:href=\"#m732998e9be\" y=\"70.251274\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.606053\" xlink:href=\"#m732998e9be\" y=\"165.678864\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"222.395094\" xlink:href=\"#m732998e9be\" y=\"68.257012\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"55.186711\" xlink:href=\"#m732998e9be\" y=\"170.126789\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.189682\" xlink:href=\"#m732998e9be\" y=\"260.953838\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"217.208652\" xlink:href=\"#m732998e9be\" y=\"66.430003\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.663414\" xlink:href=\"#m732998e9be\" y=\"173.442192\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"225.747077\" xlink:href=\"#m732998e9be\" y=\"77.34187\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"223.366206\" xlink:href=\"#m732998e9be\" y=\"70.172735\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.980835\" xlink:href=\"#m732998e9be\" y=\"36.147854\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"121.68126\" xlink:href=\"#m732998e9be\" y=\"161.616322\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"70.529167\" xlink:href=\"#m732998e9be\" y=\"97.386993\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.936385\" xlink:href=\"#m732998e9be\" y=\"249.558812\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"70.146123\" xlink:href=\"#m732998e9be\" y=\"94.083938\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"60.822645\" xlink:href=\"#m732998e9be\" y=\"184.449742\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"186.513654\" xlink:href=\"#m732998e9be\" y=\"188.675917\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"195.367822\" xlink:href=\"#m732998e9be\" y=\"189.282539\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"228.56268\" xlink:href=\"#m732998e9be\" y=\"71.929319\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"298.304122\" xlink:href=\"#m732998e9be\" y=\"109.911663\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.046841\" xlink:href=\"#m732998e9be\" y=\"105.387632\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"83.459994\" xlink:href=\"#m732998e9be\" y=\"87.842446\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"274.681667\" xlink:href=\"#m732998e9be\" y=\"161.237235\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"266.437864\" xlink:href=\"#m732998e9be\" y=\"162.082293\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"122.606899\" xlink:href=\"#m732998e9be\" y=\"167.530588\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"285.703559\" xlink:href=\"#m732998e9be\" y=\"106.653896\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"198.680399\" xlink:href=\"#m732998e9be\" y=\"178.616087\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"159.89676\" xlink:href=\"#m732998e9be\" y=\"120.035969\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.679602\" xlink:href=\"#m732998e9be\" y=\"23.388655\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"181.590115\" xlink:href=\"#m732998e9be\" y=\"179.887083\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"66.291165\" xlink:href=\"#m732998e9be\" y=\"177.935667\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.959324\" xlink:href=\"#m732998e9be\" y=\"31.302789\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"226.419972\" xlink:href=\"#m732998e9be\" y=\"64.32541\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"54.582473\" xlink:href=\"#m732998e9be\" y=\"180.605223\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"223.33421\" xlink:href=\"#m732998e9be\" y=\"66.445712\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"182.927828\" xlink:href=\"#m732998e9be\" y=\"186.062035\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"198.046541\" xlink:href=\"#m732998e9be\" y=\"187.154977\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"265.928656\" xlink:href=\"#m732998e9be\" y=\"164.624821\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.841667\" xlink:href=\"#m732998e9be\" y=\"263.824376\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.742442\" xlink:href=\"#m732998e9be\" y=\"117.818142\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.493824\" xlink:href=\"#m732998e9be\" y=\"30.614097\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"47.986506\" xlink:href=\"#m732998e9be\" y=\"173.908472\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"267.127811\" xlink:href=\"#m732998e9be\" y=\"169.29714\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"216.885956\" xlink:href=\"#m732998e9be\" y=\"69.023109\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"68.7545\" xlink:href=\"#m732998e9be\" y=\"96.878002\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.010563\" xlink:href=\"#m732998e9be\" y=\"29.754022\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.848244\" xlink:href=\"#m732998e9be\" y=\"266.645455\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"290.388231\" xlink:href=\"#m732998e9be\" y=\"107.302741\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.39104\" xlink:href=\"#m732998e9be\" y=\"160.635664\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"79.675696\" xlink:href=\"#m732998e9be\" y=\"98.320838\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"57.913164\" xlink:href=\"#m732998e9be\" y=\"179.449136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"198.950093\" xlink:href=\"#m732998e9be\" y=\"182.869729\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"166.758804\" xlink:href=\"#m732998e9be\" y=\"118.222517\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"187.61544\" xlink:href=\"#m732998e9be\" y=\"188.889066\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.08727\" xlink:href=\"#m732998e9be\" y=\"23.079445\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.614382\" xlink:href=\"#m732998e9be\" y=\"23.015052\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"61.459653\" xlink:href=\"#m732998e9be\" y=\"172.254773\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"287.526953\" xlink:href=\"#m732998e9be\" y=\"106.158606\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"262.750582\" xlink:href=\"#m732998e9be\" y=\"174.171917\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"301.622869\" xlink:href=\"#m732998e9be\" y=\"108.767408\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.711197\" xlink:href=\"#m732998e9be\" y=\"109.805152\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.124345\" xlink:href=\"#m732998e9be\" y=\"35.326626\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"194.286652\" xlink:href=\"#m732998e9be\" y=\"179.578759\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.974686\" xlink:href=\"#m732998e9be\" y=\"158.342854\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.486072\" xlink:href=\"#m732998e9be\" y=\"259.694034\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"218.177308\" xlink:href=\"#m732998e9be\" y=\"66.600369\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"168.782369\" xlink:href=\"#m732998e9be\" y=\"114.629102\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"186.193598\" xlink:href=\"#m732998e9be\" y=\"186.93149\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"66.797854\" xlink:href=\"#m732998e9be\" y=\"90.140207\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"161.940714\" xlink:href=\"#m732998e9be\" y=\"114.412345\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"283.803555\" xlink:href=\"#m732998e9be\" y=\"105.614792\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"153.257607\" xlink:href=\"#m732998e9be\" y=\"259.509702\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"184.350368\" xlink:href=\"#m732998e9be\" y=\"169.301747\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"68.016295\" xlink:href=\"#m732998e9be\" y=\"95.027616\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.704564\" xlink:href=\"#m732998e9be\" y=\"124.700656\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.806357\" xlink:href=\"#m732998e9be\" y=\"117.965349\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"285.595465\" xlink:href=\"#m732998e9be\" y=\"102.63943\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"66.666271\" xlink:href=\"#m732998e9be\" y=\"94.321558\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.99235\" xlink:href=\"#m732998e9be\" y=\"166.203461\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"227.356505\" xlink:href=\"#m732998e9be\" y=\"67.959963\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"175.130632\" xlink:href=\"#m732998e9be\" y=\"115.117931\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.328127\" xlink:href=\"#m732998e9be\" y=\"114.728422\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"123.444405\" xlink:href=\"#m732998e9be\" y=\"158.134509\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"231.407946\" xlink:href=\"#m732998e9be\" y=\"71.344489\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"261.234917\" xlink:href=\"#m732998e9be\" y=\"161.382462\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.955063\" xlink:href=\"#m732998e9be\" y=\"260.093521\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"149.616097\" xlink:href=\"#m732998e9be\" y=\"262.208732\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"285.594655\" xlink:href=\"#m732998e9be\" y=\"110.163698\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"226.016636\" xlink:href=\"#m732998e9be\" y=\"71.20595\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.41555\" xlink:href=\"#m732998e9be\" y=\"253.438824\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.72157\" xlink:href=\"#m732998e9be\" y=\"165.11544\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"277.381731\" xlink:href=\"#m732998e9be\" y=\"167.041373\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"166.674225\" xlink:href=\"#m732998e9be\" y=\"104.012772\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.836448\" xlink:href=\"#m732998e9be\" y=\"258.980916\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.274033\" xlink:href=\"#m732998e9be\" y=\"108.222027\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.298103\" xlink:href=\"#m732998e9be\" y=\"254.707884\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"135.286285\" xlink:href=\"#m732998e9be\" y=\"155.648267\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.567809\" xlink:href=\"#m732998e9be\" y=\"161.184173\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.556009\" xlink:href=\"#m732998e9be\" y=\"252.992396\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.577367\" xlink:href=\"#m732998e9be\" y=\"106.535539\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.944151\" xlink:href=\"#m732998e9be\" y=\"256.136499\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"216.606933\" xlink:href=\"#m732998e9be\" y=\"73.766987\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.216138\" xlink:href=\"#m732998e9be\" y=\"33.148482\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"266.083998\" xlink:href=\"#m732998e9be\" y=\"169.652045\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.742147\" xlink:href=\"#m732998e9be\" y=\"21.552972\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"278.7936\" xlink:href=\"#m732998e9be\" y=\"104.994412\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"182.33658\" xlink:href=\"#m732998e9be\" y=\"177.136181\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"122.036003\" xlink:href=\"#m732998e9be\" y=\"161.425197\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"83.435885\" xlink:href=\"#m732998e9be\" y=\"91.287558\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.691344\" xlink:href=\"#m732998e9be\" y=\"164.875217\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.046604\" xlink:href=\"#m732998e9be\" y=\"170.633813\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"290.16215\" xlink:href=\"#m732998e9be\" y=\"101.415461\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"195.257394\" xlink:href=\"#m732998e9be\" y=\"176.280494\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"136.001577\" xlink:href=\"#m732998e9be\" y=\"157.104967\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"69.302931\" xlink:href=\"#m732998e9be\" y=\"89.653161\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"132.843019\" xlink:href=\"#m732998e9be\" y=\"156.435051\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"266.526974\" xlink:href=\"#m732998e9be\" y=\"155.148074\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"140.44867\" xlink:href=\"#m732998e9be\" y=\"252.286501\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"52.758269\" xlink:href=\"#m732998e9be\" y=\"177.495952\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"67.035259\" xlink:href=\"#m732998e9be\" y=\"100.594167\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"123.366265\" xlink:href=\"#m732998e9be\" y=\"162.922642\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"162.353696\" xlink:href=\"#m732998e9be\" y=\"113.384136\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.197612\" xlink:href=\"#m732998e9be\" y=\"179.924648\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"139.282806\" xlink:href=\"#m732998e9be\" y=\"32.5197\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.581736\" xlink:href=\"#m732998e9be\" y=\"33.363513\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.429789\" xlink:href=\"#m732998e9be\" y=\"24.347619\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"165.669451\" xlink:href=\"#m732998e9be\" y=\"111.879025\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"131.965213\" xlink:href=\"#m732998e9be\" y=\"157.065884\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"191.308507\" xlink:href=\"#m732998e9be\" y=\"186.154796\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"84.23894\" xlink:href=\"#m732998e9be\" y=\"89.787775\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"75.631887\" xlink:href=\"#m732998e9be\" y=\"90.125384\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"165.113497\" xlink:href=\"#m732998e9be\" y=\"115.844708\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"66.488258\" xlink:href=\"#m732998e9be\" y=\"85.482792\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"194.352572\" xlink:href=\"#m732998e9be\" y=\"178.249173\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.106702\" xlink:href=\"#m732998e9be\" y=\"258.289768\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.366277\" xlink:href=\"#m732998e9be\" y=\"24.507436\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"272.348668\" xlink:href=\"#m732998e9be\" y=\"158.116162\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"59.737242\" xlink:href=\"#m732998e9be\" y=\"177.750962\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"76.505719\" xlink:href=\"#m732998e9be\" y=\"85.75286\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.587014\" xlink:href=\"#m732998e9be\" y=\"160.249792\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"227.603202\" xlink:href=\"#m732998e9be\" y=\"72.327326\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"51.720782\" xlink:href=\"#m732998e9be\" y=\"174.038178\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"288.142729\" xlink:href=\"#m732998e9be\" y=\"101.684139\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.927378\" xlink:href=\"#m732998e9be\" y=\"105.031876\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.410914\" xlink:href=\"#m732998e9be\" y=\"31.994657\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"264.25242\" xlink:href=\"#m732998e9be\" y=\"159.539794\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"137.979183\" xlink:href=\"#m732998e9be\" y=\"254.721013\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"134.988582\" xlink:href=\"#m732998e9be\" y=\"23.019043\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"200.517329\" xlink:href=\"#m732998e9be\" y=\"183.906572\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.79885\" xlink:href=\"#m732998e9be\" y=\"103.047098\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"294.352601\" xlink:href=\"#m732998e9be\" y=\"110.972853\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"139.0048\" xlink:href=\"#m732998e9be\" y=\"259.526746\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"74.331964\" xlink:href=\"#m732998e9be\" y=\"85.128609\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"189.861369\" xlink:href=\"#m732998e9be\" y=\"180.198445\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"150.334415\" xlink:href=\"#m732998e9be\" y=\"253.620583\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"171.236934\" xlink:href=\"#m732998e9be\" y=\"108.337964\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"265.53989\" xlink:href=\"#m732998e9be\" y=\"165.121113\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"142.073405\" xlink:href=\"#m732998e9be\" y=\"32.858516\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"268.148563\" xlink:href=\"#m732998e9be\" y=\"169.054627\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"124.001795\" xlink:href=\"#m732998e9be\" y=\"159.237763\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.143054\" xlink:href=\"#m732998e9be\" y=\"23.663852\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.63408\" xlink:href=\"#m732998e9be\" y=\"36.400134\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"164.854947\" xlink:href=\"#m732998e9be\" y=\"115.930908\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.186074\" xlink:href=\"#m732998e9be\" y=\"26.739183\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"199.859581\" xlink:href=\"#m732998e9be\" y=\"180.632937\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"177.152614\" xlink:href=\"#m732998e9be\" y=\"125.176326\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"173.057069\" xlink:href=\"#m732998e9be\" y=\"120.616027\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.685553\" xlink:href=\"#m732998e9be\" y=\"159.975189\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"82.332031\" xlink:href=\"#m732998e9be\" y=\"92.648573\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"163.906446\" xlink:href=\"#m732998e9be\" y=\"118.969577\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"128.887894\" xlink:href=\"#m732998e9be\" y=\"154.673418\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"145.774335\" xlink:href=\"#m732998e9be\" y=\"260.758038\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"203.468874\" xlink:href=\"#m732998e9be\" y=\"180.772905\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"133.95058\" xlink:href=\"#m732998e9be\" y=\"160.387261\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"139.68533\" xlink:href=\"#m732998e9be\" y=\"256.936857\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"284.943939\" xlink:href=\"#m732998e9be\" y=\"108.256608\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"147.451952\" xlink:href=\"#m732998e9be\" y=\"260.699946\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"80.340842\" xlink:href=\"#m732998e9be\" y=\"86.997561\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"144.906538\" xlink:href=\"#m732998e9be\" y=\"253.521638\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"297.365574\" xlink:href=\"#m732998e9be\" y=\"100.512052\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"146.671192\" xlink:href=\"#m732998e9be\" y=\"24.75024\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"56.762657\" xlink:href=\"#m732998e9be\" y=\"174.654748\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"225.225243\" xlink:href=\"#m732998e9be\" y=\"71.858243\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"291.782682\" xlink:href=\"#m732998e9be\" y=\"101.229282\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"279.859535\" xlink:href=\"#m732998e9be\" y=\"106.68608\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"183.523119\" xlink:href=\"#m732998e9be\" y=\"168.347444\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"141.217601\" xlink:href=\"#m732998e9be\" y=\"254.923427\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"167.025126\" xlink:href=\"#m732998e9be\" y=\"121.346599\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"53.579092\" xlink:href=\"#m732998e9be\" y=\"174.410733\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"196.039442\" xlink:href=\"#m732998e9be\" y=\"188.303396\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"223.197426\" xlink:href=\"#m732998e9be\" y=\"70.273886\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.106973\" xlink:href=\"#m732998e9be\" y=\"125.048272\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"295.71537\" xlink:href=\"#m732998e9be\" y=\"107.464341\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"289.8836\" xlink:href=\"#m732998e9be\" y=\"107.038867\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"229.213257\" xlink:href=\"#m732998e9be\" y=\"66.486566\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"143.985424\" xlink:href=\"#m732998e9be\" y=\"31.066695\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"198.931673\" xlink:href=\"#m732998e9be\" y=\"184.165428\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"266.040897\" xlink:href=\"#m732998e9be\" y=\"165.490181\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"263.322391\" xlink:href=\"#m732998e9be\" y=\"155.120386\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"172.218865\" xlink:href=\"#m732998e9be\" y=\"123.0677\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"219.352235\" xlink:href=\"#m732998e9be\" y=\"72.761102\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"176.107004\" xlink:href=\"#m732998e9be\" y=\"117.216047\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"280.351301\" xlink:href=\"#m732998e9be\" y=\"102.978277\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"197.103937\" xlink:href=\"#m732998e9be\" y=\"184.382005\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"187.818548\" xlink:href=\"#m732998e9be\" y=\"179.876621\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"293.921505\" xlink:href=\"#m732998e9be\" y=\"113.93246\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"271.540575\" xlink:href=\"#m732998e9be\" y=\"162.742066\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"196.217579\" xlink:href=\"#m732998e9be\" y=\"181.051191\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"md030f96eaa\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.500832\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- −30 -->\r\n      <g transform=\"translate(28.948488 293.598437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n        <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"81.16242\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- −20 -->\r\n      <g transform=\"translate(70.610076 293.598437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.824008\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- −10 -->\r\n      <g transform=\"translate(112.271664 293.598437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.485596\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(161.304346 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.147184\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(199.784684 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"247.808772\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(241.446272 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"289.47036\" xlink:href=\"#md030f96eaa\" y=\"279\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 30 -->\r\n      <g transform=\"translate(283.10786 293.598437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mc61607c3b5\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"243.979623\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- −30 -->\r\n      <g transform=\"translate(7.2 247.778842)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"207.713097\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- −20 -->\r\n      <g transform=\"translate(7.2 211.512315)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"171.44657\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- −10 -->\r\n      <g transform=\"translate(7.2 175.245789)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"135.180044\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(21.942187 138.979263)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"98.913518\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(15.579687 102.712737)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"62.646992\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(15.579687 66.446211)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mc61607c3b5\" y=\"26.380466\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 30 -->\r\n      <g transform=\"translate(15.579687 30.179685)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 35.304688 279 \r\nL 35.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 314.304688 279 \r\nL 314.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 35.304688 279 \r\nL 314.304688 279 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 35.304688 7.2 \r\nL 314.304688 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pe70c7eaec8\">\r\n   <rect height=\"271.8\" width=\"279\" x=\"35.304688\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "plt.scatter(red_emb_t[:,0],red_emb_t[:,1],s=10,c='darkorange')\n",
    "plt.savefig('dirichlet.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "lines = [line.strip('\\n') for line in open('data/poem300_lines.txt','r',encoding='utf-8').readlines()]\n",
    "poems = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = ''\n",
    "for line in lines:\n",
    "    if line!='':\n",
    "        s += line\n",
    "    else:\n",
    "        poems.append(s)\n",
    "        s = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'人事有代谢，往来成古今。江山留胜迹，我辈复登临。水落鱼梁浅，天寒梦泽深。羊公碑字在，读罢泪沾襟。'"
      ]
     },
     "metadata": {},
     "execution_count": 26
    }
   ],
   "source": [
    "poems[121]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "314"
      ]
     },
     "metadata": {},
     "execution_count": 27
    }
   ],
   "source": [
    "len(poems)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/poem300_lines.txt','w',encoding='utf-8') as wfp:\n",
    "    wfp.write('\\n'.join(poems))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}